{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "c133d4f4",
   "metadata": {},
   "source": [
    "## 使用ARIMA+Holt-Winters季节性预测模型"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "401d9439",
   "metadata": {},
   "source": [
    "### 准备数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "b6464151",
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "def get_oneday():\n",
    "    train_data = []\n",
    "    train_day = []\n",
    "    test_data = []\n",
    "    test_day = []\n",
    "    \n",
    "    train_marix = []\n",
    "    test_marix = []\n",
    "    for i in range(25):\n",
    "        filename = './bock_count_json/block-count2017-05-' + str(i + 1).zfill(2) + '-start.json'\n",
    "        with open(filename) as f:\n",
    "            load_dict = json.load(f)\n",
    "            for index in range(24):\n",
    "                try:\n",
    "                    hour = 'hour' + str(index)\n",
    "                    hour_list = load_dict['data'][hour]\n",
    "                    train_data.append(hour_list[14][35])  # 总大小为25*45\n",
    "                    day_mess = '2017-05-' + str(i + 1).zfill(2) + ' ' + str(index) +':00:00'\n",
    "                    train_day.append(day_mess)\n",
    "                    train_marix.append([hour_list[14][35], day_mess])\n",
    "                except:\n",
    "                    pass\n",
    "\n",
    "    for i in range(25, 31):\n",
    "        filename = './bock_count_json/block-count2017-05-' + str(i + 1).zfill(2) + '-start.json'\n",
    "        with open(filename) as f:\n",
    "            load_dict = json.load(f)\n",
    "            for index in range(24):\n",
    "                try:\n",
    "                    hour = 'hour' + str(index)\n",
    "                    hour_list = load_dict['data'][hour]\n",
    "                    test_data.append(hour_list[14][35])  # 总大小为25*45\n",
    "                    day_mess = '2017-05-' + str(i + 1).zfill(2) + ' ' + str(index) +':00:00'\n",
    "                    test_day.append(day_mess)\n",
    "                    test_marix.append([hour_list[14][35], day_mess])\n",
    "                except:\n",
    "                    pass\n",
    "#     return train_data, test_data, train_day, test_day\n",
    "    return train_marix, test_marix\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "ed5fb5b7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                     data            day_time\n",
      "day_time                                     \n",
      "2017-05-01 00:00:00   6.0 2017-05-01 00:00:00\n",
      "2017-05-01 01:00:00   3.0 2017-05-01 01:00:00\n",
      "2017-05-01 02:00:00   0.0 2017-05-01 02:00:00\n",
      "2017-05-01 03:00:00   0.0 2017-05-01 03:00:00\n",
      "2017-05-01 04:00:00   0.0 2017-05-01 04:00:00\n",
      "...                   ...                 ...\n",
      "2017-05-25 19:00:00  28.0 2017-05-25 19:00:00\n",
      "2017-05-25 20:00:00  47.0 2017-05-25 20:00:00\n",
      "2017-05-25 21:00:00  90.0 2017-05-25 21:00:00\n",
      "2017-05-25 22:00:00  53.0 2017-05-25 22:00:00\n",
      "2017-05-25 23:00:00  13.0 2017-05-25 23:00:00\n",
      "\n",
      "[584 rows x 2 columns]\n",
      "                     data            day_time\n",
      "day_time                                     \n",
      "2017-05-26 00:00:00   2.0 2017-05-26 00:00:00\n",
      "2017-05-26 01:00:00   0.0 2017-05-26 01:00:00\n",
      "2017-05-26 02:00:00   7.0 2017-05-26 02:00:00\n",
      "2017-05-26 03:00:00   0.0 2017-05-26 03:00:00\n",
      "2017-05-26 04:00:00   0.0 2017-05-26 04:00:00\n",
      "...                   ...                 ...\n",
      "2017-05-31 19:00:00   4.0 2017-05-31 19:00:00\n",
      "2017-05-31 20:00:00   4.0 2017-05-31 20:00:00\n",
      "2017-05-31 21:00:00  17.0 2017-05-31 21:00:00\n",
      "2017-05-31 22:00:00  18.0 2017-05-31 22:00:00\n",
      "2017-05-31 23:00:00   2.0 2017-05-31 23:00:00\n",
      "\n",
      "[144 rows x 2 columns]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "\n",
    "train_marix, test_marix = get_oneday()\n",
    "train = pd.DataFrame(data=train_marix, columns=['data', 'day_time'])\n",
    "train['day_time'] = pd.to_datetime(train['day_time'], format='%Y-%m-%d %H:%M:%S')  # 4位年用Y，2位年用y\n",
    "train.index = train['day_time']\n",
    "print(train)\n",
    "\n",
    "test = pd.DataFrame(data=test_marix, columns=['data', 'day_time'])\n",
    "test['day_time'] = pd.to_datetime(test['day_time'], format='%Y-%m-%d %H:%M:%S')  # 4位年用Y，2位年用y\n",
    "test.index = test['day_time']\n",
    "print(test)\n",
    "\n",
    "\n",
    "train.data.plot(figsize=(15,8), title= 'Daily Ridership', fontsize=14)\n",
    "test.data.plot(figsize=(15,8), title= 'Daily Ridership', fontsize=14)\n",
    "plt.savefig('data.png', dpi=600)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0500e60d",
   "metadata": {},
   "source": [
    "### Holt-Winters季节性预测模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "b3dd9f70",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "G:\\anaconda\\envs\\Mlearning\\lib\\site-packages\\statsmodels\\tsa\\holtwinters\\model.py:429: FutureWarning: After 0.13 initialization must be handled at model creation\n",
      "  FutureWarning,\n"
     ]
    },
    {
     "data": {
      "image/png": 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QBGGJqPSUXuRd61PvtF9f+h941xH2jRSlLfGud73roJ+CIAjCgRC2iSxBx4ggCIKwVEhPqbDk9t1l6He91JDfuSAIsRFxVBAEQZiJBB0JWOKidGVlBWfPnpUiqUWMMTh79ixWVlYO+qkIgtAhwtO4nNEFQRCEmYy22llH6oulY2ntuzfccAMefvhhnDlz5qCfyiXFysoKbrjhhoN+GoIgdAhdse/KjYAgCIIQEPaUtrV1OVwHVo63s5YwF0tblPZ6PTz96U8/6KchCIIgNMTM+LMgCIIgVO00LV0lth6XonTJWFr7riAIgtANJOhIEARBmM0BbF1unm1nHWFupCgVBEEQWKkWolKVCoIgCAEHpZQKS4UUpYIgCAIrWpRSQRAEYRYH0VO6KUXpsiFFqSAIgsCK9JQKgiAIswmVUj37n8Vg5TL7VZTSpUOKUkEQBIEVUUoFQRCEmbRp3+2t2a9b0lO6bEhRKgiCIPBSmVMqVakgCIIQ0qKfhopeCTpaOqQoFQRBEFgRpVQQBEGYSWjZ5b5I0Fpi3106pCgVBEEQWKk4sw7uaQiCIAjLiGkzecA9/s5F5nWE/SJFqSAIgsBK5XZDpFJBEAShQotBR/7x5Vq0bEhRKgiCILCipRAVBEEQZtFm0BE9vlyXlg4pSgVBEARWDmIuuiAIgnBIaNO+K0rp0iJFqSAIgsBKaNmV9F1BEAShSovBA6KULi1SlAqCIAisVHtKD+xpCIIgCMvIQQQdyQbp0iFFqSAsCb/yvs/hH73hg/ivt9130E9FEKIiPaWCIAjCbA4g6EiuS0uHFKWCsCS891Mn8ZnHLuJPP3PyoJ+KIERFekoFQRCEmbQ6p1SU0mVFilJBWBKo105u2oWuoWVOqSAIgjCLgwg6kputpUOKUkFYEnzv/cE+DUFgIAg6khsBQRAEoUKbdhpRSpcVKUoFYUnQkggndBQdOrMO7mkIgiAIy4gopQKkKBWEpUH27oSuYtqM+xcEQRAOF5We0paCjuRitHRIUSoIS4IIpUJXqfaUygEuCIIghLRo35VeqaVlz6JUKfWbSqnTSqlPBT+7Uin1PqXUPe7rFcHfvVYpda9S6m6l1DdyPXFB6BrUayc37ULXMAZIVPlnQRAEQfAchH1XWDrmUUrfCuAf1n72GgC3GmOeBeBW9z2UUs8F8F0Anuf+m19TSqXRnq0gdBgtSqnQUYwxSF1VKoe3IAiCUEWCjoQ5ilJjzAcAnKv9+FsBvM39+W0AXh78/PeMMUNjzP0A7gXw1XGeqiB0G1JItZwnhY5hACjlilI5vgVBEISQinrJeJGQodlLzaI9pdcaYx4DAPf1Gvfz6wE8FPy7h93PBEHYA+0D4eREKXQLY0xp35XdaUEQBCGkUiwy2mvbtAkL+yZ20JGa8rOp77pS6lVKqTuUUnecOXMm8tMQBEEQlgVtgFSUUkEQBGEqLSmYlZRfuRgtG4sWpaeUUk8GAPf1tPv5wwCeEvy7GwA8Ou0BjDFvNsbcbIy5+cSJEws+DUHoDj7oSM6TQscwABIlPaWCIAjCFNq6MLRlExYWYtGi9D0AXun+/EoA7w5+/l1KqYFS6ukAngXgI82eoiBcGvigIzlRCh1DG4NE4ncFQRCEabSmYEpP6TKT7fUPlFK/C+DrAVytlHoYwE8BeD2A31dKfT+ALwD4TgAwxnxaKfX7AD4DIAfwQ8aYgum5C0KnoGJUzpNC5whHwhzsMxEEQRCWjrZ6SkUpXWb2LEqNMf90xl+9ZMa//1kAP9vkSQnCpUiplApCt9DhSBg5wAVBEISQtgKIJH13qYkddCQIwoLQ+VHLiVLoGMaUI2EEQRAEocoBBB0dMgng7nN34/zO+YN+GqxIUSoIS4IfBXO4zpOCsCc6HAkjmy5CB/muN38YX/Nz7z/opyEIhxNfLCrwKqWHN333Ve97FX7rM7910E+DlT3tu4IgtIOpfRWEriDpu0LX+avPnzvopyAIhxcqEJO0vaCjQ3Y12s63sZ1vH/TTYEWUUkFYErQfCXO4TpSCsBfGmLIolcNbEARBqOAuDCppL+jokF2MtNHQnL+bJUCKUkFYEsS9K3QVY4DEXW3k+BYEQRAq0A2QStFa0FHEdc7vnEeheYeNSFEqCEJrGK+UHvATEYTIaGOQeqVUDnBBEAQhgIotlTAHHcUPVNrOt/ENf/AN+NMH/zTK483CGCNFqSAI7VAqpXLTLnSLsKdUEARBEKoEPaWs90DxlVLq9Xx8+/EojzcL7f7XZaQoFYQlwQcdSU0qdAxtgETmlAqCIAjT8PZd1eJImDiQesmpYpJK2nWnkRSlgrAkaLHvCh3FhCNhxAkgCIIgVAh6SlsLOor0kC2EVNJ1U+y7giC0grfvSlUqdBBJ3xUEQRCm4pXSuGXJ49uP4x/893+A+87fV13HfhNlDa+UMlpr21BjlwEpSgVhSfBK6QE/D0GIjQ5HwhzwcxEEQRCWDKY5pac2T+HU1ik8ePFBt078kTBtqJheje34FVSKUkFYEqSnVOgqlZEwcnwLgiAIFUKlNN5FggrF0oHGp5RyutxIhS0M79iZg0aKUkFYFiR9V+golZEwcnwLgiAIIaF9N2JxN1HMeTUzXqASFaWcBaPYdwVBaBUJOhK6ijGAkp5SQRAEwfHoxqP4oVt/CFvjLXAFHU30e5r4imwrQUctrLEMSFEqCEvCNHOJIHQBY4A0kTmlgiAIguVTj38KH3j4A3ho/aGyEE2Y7bt+nXi9q1TwStBRc6QoFYQlQZRSoasYBCNh5AAXBEG45PHFnNF89t16MUdfVYpYxS/ZdjkLRvpddb39RYpSQVgSZCSM0FV0YN8VhK5RaDlnC8J+oXsdW3DxBB35NeoFY8Titw1rrdailAqC0BLhyUxub4SuYUyolB7scxGE2IyLdm4UN4Y5Hjq31cpawqXNw+sP49c/+eusa1SstV4pjTsSZkJhDO27seeUtqCUSvquIAjshOdgUUqFrqGDnlI5uoWu0VZR+t/+4j78b//tw62sJVza3PqFW/GGj70BG6MNtjUqqbWVXs/4QUeFpvRdKn7jp++yFqUtjJ1ZBqQoFYQlQItSKnQYAyCR9F2ho4yLdg7qi9tjXNget7KWcGlDihynMkfqpS20eO27E0ppxJ5SemzOonSmDbljSFEqCEtAZZyz3LQLHcPad2VOqdBN8paUUgPrOhAEbtpQ5ioKI4OCObEGgErxG1spbSN9l3GNZUCKUkFYAsS+K3QZYyA9pUJnGbVUlGpjUMgH6JLnsY3H8Dcn/4Z1Da/MPXE/8H8/C/jFZwCP/W3UNaoFI5NSWlcxGXpKW5lTCv41lgEpSgVhCRD7rtBldEUpFYRukbdk39UG0CKVXvL89l2/jVf/xatZ1/AF4/kHgc3TwNZZ4Ox9LGsYmKqtNmLhRb2kE3NKI67TZk+p2HcFQWgXuecQOoYx1pXlvxGEDtFW0JExprKBKVyajIoRxgVvb7FPra30lMY99qbadxOe9F1vew3nocZeQ4KOGiNFqSAsAeGNhtx0CF3DwM4pVUr2XITu0VbQkdZWLe36jamwO8YY9t5Cb98NlfnIxx2tUQlT4p5T6pXSeOu0oWJO/V11EClKBWEJqPSUHtzTEAQWjDFQABREKBW6R2tKqe+Pa2U5YUnR0Ow2zrLQ4iuCSjXWVBXMVoKO4u2QthFCRMWo2HcFQWCH1NHIwXOCsBTYoCMFpZSk7wqdo62ilIrRQqrSSxpr426pKNVBURr55qRq340/qgWYYq1lCDpqJamYCviOXz+lKBWEJYBOM4nctAsdRBsDpUQpFbpJa/Zdb0WUD9GycnFnjCc2R6xrFKZgL0q9Kh+qf5HXrM4Q5RkJM5GM6xXZeL2rbcwQlTmlgiC0ht+8E6VU6CAGpJSKPV3oHu0FHdmvUpQuL697z6fxQ//fj7GuoY1m7ysu1b+DCDqK93masNZWgo4iKaUSdBQNKUoFYQmgXUmrlApCt9DGAApQULLpInSOXLc3pxQQ++4yc35rjCe2eJNx2wg6Ku27oVIaOeioMkOUZ07pRE9paN+NPBKG0+UmI2EEQWgNOjemiUhJQgdxPaVQ3e+JES49Rnl7c0rDr8LyoY3hVzFbDToK14n7uii8xwYd8cwprRa+9id2nXjFbxvJuPQ6JH1XEAR2aAc8VUqsWULn0EH6rtSkQtdoSymdOqZDWCq04bdXt6GalWvk5Q+Zgo4KU7DYagGg0LXU2nAkTGSltBX7bscvoFKUCsISQKcZ6bkTuojtKZXjW+gmbfeUFrJxubTYZFz+NQDmYJ0JhdH+NOoa9DpQs+9GfF30OiaDjiIqpfU1GJCgI0EQWsMrpYnqfCO7cOlh03fVQT8NQWBB0ncFQhvTmlLKOoKE1qiMhIlbEFVeRyXoiKGnFHw9pRNqLAPSUyoIQnvQ+ViCjoQOYgzcSBjZdBG6R3tzSsm+28pywgJozW+vnjquJTJlMRe8ltj23TC1NrTVthF0FHEeahszRCv9tx1GilJBWALoGpYkkk4qdA8bvqtij6AThKUgD5RSXvXKfhX77vKiW7DvtqGaTbeLMtl36+m7nHNKGdZp1U7NnLp80EhRKghLQDkS5oCfiCAwYIxxSqn0lArdI1RKOQsSP6dUgo6WFtNi0BHrBgipf2HaK1PQkUFg342tlCIIUwKq9t1YSqmprcGA2HcFQWgNusdIXd9d1y0awnIwLjTOb43Y19GGgo7ECSB0j1FQlLYTdiIfomXFjoThXoO/CPJjTjSfUupfhy7Kx2bqKZ0adBQrfRctbBJIUSoIQlvQySxJqCg9yGcjXCq85g8+iZv+4/ta6YFSUE4plYNb6BahfZfzo6R9oSCfoWWlzaCjVkaQMCqlPrW2opRGnlNat9ZypO+2Yd+V9F1BENrCB885pVR2woU2+NNPnwQAnN3kVUuNAZIEgPSUCh0ktO9ybrpQLSrXh+WllTmlLShzpMJy9pRW1uCy79bTdxl6SifXiE8b7/kyIEWpICwBdJ5JSSk9wOciXDpcc3wAADh5YYd1HXszbZVSQega40rQEd865UgYvjWEZhhjwB3GXJ3v2eIasZXSFoKOJu27Ycov0xoMtFH4LgNSlArCEkC76zTKseObYcKScO3xFQDAYxe2mVcyQU+pHNxCt6gopS0c3mLfXV604VezWrHvkjKn+YrSqXNKVdw4vMrYGYAl6Mgn44p9tzFSlArCEjARdCRaqdACVJSevMivlCpl/0+ObKFr5JX0XU61RHpKl502ekonx5zEpyx8wzAlnqJUozanNGLhNREKVbEJx8EGNbXT4ytFqSAI7PigIyVBR0J7XHmkDwB4jNm+a4xBolzQkRzbQscYhfZdxnVItJLP0PJie0qZ16iPOWHAp++2EHRU2ndp55JxTqkvflP6B83XaEEplaJUEATPX3zuDB5+Yovt8ekilsigUuEAaKOnVMHZd0UrFTpG60qpVKVLi2kxfbcNpbS6BpNSSkFHSiH2NOvZQUfxeqXaTUPu9mdfilJBmINX/uZH8E3/+YOMK5BS6r7r9nlHWBLoOOMuSo0xUKKUCh2lrZ5Semyx7y4vYXsk3xotBB1NU/+Yekq9UqqS6ErpRGptpacUiFEA+4KRM3kb9eK6m0hRKgh7QCez9WHOuIb9Wqbvyk2HwA/t6HP3lNImuPSUCl0kTN/lPMDL9F35FC0r2hj2TYPp41riUipzYVEad72KtdZoWPtu3JEwu88pRZQCWOaUxkOKUkHYgxF3vjsC+66fU8q+pCD4C91jF7ZZbUEGdGwrUUqFzjFuyb5Lj6zlArG0dC7oqFIgRlZKQ/UvtO8yBB1NpO+qiEppCzNExb4rCAIAYGfMX5SaCftut088wnJAR9nOWOPiDp8TQBvjekrDVQWhG1Tsu4zrSE/p8tOGfbfNHkbNGHQ0Yd9lCDqasNbW7bsRe0o5g6faCLdaBqQoFYQ92Bnbk0DKGEJEqYqlfVcQ+Al39HNGR4AxNsRLYryELpIHyiVv0JH72m0H36GmDaV0YvYmxxpTC1/uoKMEXEFHE8WcHwlzuOy7XRcspCgVhD2gonSQ8X1caBdPyUgYoUXC44xb4aGCVI5toWuM8raCjqSndNmxI2Hase+yFqXTCl9OpdRoluCBidfBMBKmlaAjGQkjCAJQ2ndZi1IKOvIx5WxLCYInbE1jvZkGOJxZgrAUhEopb1+Z2HeXHauUcq/Bn8Q6vfCN+8Im1T++oKMyfbc2EiZi+m4ryrWk7wrCpU2plKZ7/MvFofNkQoFwUpUKrRDcTDMec8YYJEpBQeaUCt0jb6mnlK4TEnS0vLTxHrUbrMOXvnugQUcxe0pbtFOLfVcQLnG2qSjt8X1caAc8Efuu0CKaz5lVwRj4oCM5toWuEY6EaaWnVD5DS0sbY3sObATJYZxTOivoKGb6bgsFo9h3BUEA0FZPqUWCjoQ2CVVLbvuuVUrl2Ba6Rx7s7rTRU8o9B1NYnLIo5VyD38pZqph8I2GmzimNvA5d48pijuy78eeUcibj0uswMJ1WS6UoFYQ9KHtKOe27VaVUgiyENqj0lLKGNBiXYSFzSoXu0V76rgQdLTulmt2GtbZlZS7ycpVkXCY7zUT6rldK46Xvthl0VP9z15CiVBD2gJTSPqNSShcyse8KbRLeOLHbd+nYFq1U6Bh50c7nqI2CR2hGqf7xrdHGXMxWgo5I/TMG5ZzSuEFHEwW8DzqKdz/XZk9puF4XkaJ0CeiyFN8F2rDv0kk48eG7ckwILdDCSBg6v9EmuBzaQtfIC12eu1mLEbHvLjtdU0ora0Rer9BFuVY4pzRicTdRXDMEHbXZ41v/c9dodJetlPrXSqlPK6U+pZT6XaXUilLqSqXU+5RS97ivV8R6sl3lOf/v9+If/+qHDvppCDOgonSlx2ffpQtZmshIGKE9dAsXOp8srVTsEXSCsBTk2qCX2tsp1g1FUUqXnjbG9kz2ScZnun2XM303nFMa73dHanKpLvKNhGHdJIDYd3dFKXU9gB8FcLMx5ksBpAC+C8BrANxqjHkWgFvd98IujAqNTz5y4aCfhjCDHTcYvZ/yzyn19l22lQShpBJhwXTQ0U2aUrAjYeSGWugYuTa+vYM34IaUUr41hGbQKBjOuqHVuZhGR+2/DKnOEHX23chxeFWLMCbTd2OMhGkjeEp6SuciA7CqlMoArAF4FMC3Anib+/u3AXh5wzUE4UDZHrXRU+rsu4n0lArtUQk6Yjrm6GET2gTnWUYQDoxxoUultJWRMPIpWlZMC+9RK8E6CNaImFRbWSMsfGlOKVPQUWnfJQUg/kgYrdux70pROgVjzCMAfgnAFwA8BuCCMeZPAVxrjHnM/ZvHAFwT44kKwkGxk9ui1Ls9GKDzTSo9pUKLVPpUmI65Uil1I2Hk0BY6RqENeim/y8Wn70pP6dJC70xX5pQWpih7PSMf3VT4WoutK35VElVmnlmURiy0KzZkJsJQKwk6moLrFf1WAE8HcB2AI0qpf7aP//5VSqk7lFJ3nDlzZtGnIQjsDMfUL8C3xuRIGL61BIFgzLCYeFw/EoZnGUE4MPKitO9yKqX00Jz9ikIzWplTWinmmNao9EnGVzDLx67PKY1s350VdKTiZYRI0FE8mvgR/wGA+40xZ4wxYwB/COAWAKeUUk8GAPf19LT/2BjzZmPMzcaYm0+cONHgaQgCL2TfZd35dF9L+253TzrC8hCqo3zpu/arAimlcmwL3WKsQ/su3zqmhYJHaIYOCy22NdoL1tHQpYIZWykNezFD+27MNSbGtTAopRJ0FI0mRekXALxAKbWm7AC6lwC4C8B7ALzS/ZtXAnh3s6fYbeQGbfkh+y7nO1UGHVW/FwROwhYYtvTdcNyR9JQKHUNrA2PKIDzeoKNyTWE5obeGNX23RWVOV0a1tBV0hGhrTfTf+pEw8cKbJOgoHtmi/6Ex5q+VUu8E8DEAOYCPA3gzgKMAfl8p9f2whet3xniiXSWXi8vSQyNhOO+maXfVj4QRhBZoQymlU5xN32VcSBAOgLHb2WljJIzMKV1+2lCzKyFEXGuE6p8PIGIaCWO0q0mTqoIZQTWdtO/GV0rbGNHTRv7DMrBwUQoAxpifAvBTtR8PYVVTYQ5GeXd3PLrCzphOnPz2XUUjYbp7zhGWiFbSdynoCLLhInQPKhAp6IgxgFPSdw8BbajZlPLa7kiY+EFHhabWqNqcUsAVwM0nHkxYayd6SiMqpS28H0D5e+sifDMuhLkYSlG69Gw7pZTzPsArpX5Oqdx0CPxULbtc6bv2axl0JMe20B3GBRWl/EppxVIpLCVlTynjGhN9kvHx6h+CYjG2fbeiMNbsu5E+R/Q78qFQ3r7LMKeUsygNrMFdvoZKUXrAiFK6/AzH/EFHdI5JZU6p0CLhcca2se+LUhkJI3SPvLDX8DJ9l2+t0r7Lt4awOMaYVueUchZBpYpp2JTSyaAjBDVp3KJ0ZtBRhNdU7Y3lQeaUCq0wzLsrw3cFsu9y3kvTBSzxSqkg8BPeOLHZd4OgI4bNdkE4UEr7bgvpu+6rKKXLSfi2HPqgo1AphXLzQ3mCjrxS6otf+wxiMNF/W7fvRnhNpMK2Zd+VolRgQ+y7y49P3+W82ail78pNh9AGVfMus30Xtq+0y9Yj4dJj7A7wMn2Xs5fQVL4Ky0V1k68FpbSFtFdDSmnkUS0Ta5ig+LU/jLLGnkFHMZTSSgHPQ1iIdnlqhxSlB4zYd5cfmlPKe5FxapLYd4UWaTPoKEkUu1JqjMEvvvezeOjcFt8ighBA9t0e2XcZ16LPDqcKJyxOeD5tJX23FYtwoGCypu+aKUFHEdao23e9AnDI5pSGSilj8XvQSFF6wIh9d/mhkTCsNxvua6LiWlcEYTcqMfNMh1yolAK8R/bjGyP82m334da7TjGuIggleT19t4XNS1FKl5PwvWdN629zTiln0BH1YsKALehoooCPr5S2HXTkQ5s6iBSlB4zYd5efnZx/F6xu35WNcKENwuOMy1ZLj6uUsum7bQTByOdHaIm8qNp3eY/v6ldhuagEx7GOBmqvCDKhUsoUdFTowimlgU04sn13In1XxSt/wuKa6z6xuoHc3ROAFKUHDBWltMsqLBeFNt5izXkjQCcZn77Lt5QgeMJClM++a78qRXvgoiQJ3WFM9l1flDJuXoJusOX4XkbaUEqNMbVRKjz4gpECiBii0719F8GcUqaRMJNBRxHtu4GKyfWeSNCR0AqjvHpBE5aLsOe3DfuuUtJTKrRHuJvPXZQmir+nlJJQcylKhZaYSN9lXMsrpXJ8LyVtFKVtFSfVMScUQBS5KNWhCy1cB8xBR3GL3zb6PaUoFVqBlFKacSYsF+2l6Tml1I+EkZsOgZ+KUsqWvuvsu3BtSSyrWNqYESgIIbmmoCP+DcXyBluO72WkjaCjsOjhvE+oqJg+6IhJKWUMOpoY10KKbESbcBvW2jau1cuAVEIHzNCF6IhSupyEH/02RsKkcTcJBWFXWknfdV8TpexIGMaD2yul0lQqtMS41lPKG3RkvxbdFUoON5WilL+3kNW+q8P0XQo6irteJUyJa07pRDJu/HXaUDFFKRVaYeSuLn0pSpeSilLaQi8cjYSRnXChDSo7vExr6CB+l1sppV476bkT2mLCvttCkJdcH5aTNpxVbRUnPuioUsTxBB3ZOaVk340cdFSfIernocZbR4rSeEgldMAMx2LfXWbCzz5nmh6RSE+p0CKV9F3mg84qpe3YG4s2PqyCgJaDjsSevtRUe0q51gjsu63NKeUZCePDlAyl74a9nnHXIOXX2ndFKV1WpBI6YEb+gibpu8tIWz7++kgYQWgD3YZSGvSUQilepVRXvwoCN0VtTinX8R0WIIUEHS0llZ5SpvcovA/hnFfpN/gYlVJ6La0EHXml1EQfPVNJ35Wgo0ZIUXrAkFIqPaXLSRs9d3YdZ98VpVRokTZ6pusjYdoIDBOlVGgL31Oa8faUVkN05AKxjFQ2Dlqw7/K2FJF9V5dFHJNSyhl0NDHTdWL0THMk6CgeUgkdMKPC7nRRMSIsF9UeEb51wrEZQLdPOsLyoE2pzvP1QJUbLtynOVKQRCkV2sKn7zL3lGpRSpeeNjax2+4p1ZwjYSpFqUb1AhEp6Ih6Y8M3JLZSKvbdaEhResCQUipFyHJS6blrIegoTUQpFVrEmGAjhGkJ97WNfTdRSoW2oQKRO323jX5FoRltzCltK33XzykN7btM6bv23oop6GjCvuuCjmL2lEKK0lhIUXrA0JxSKUKWE9OWUuq+UvquHA5CG2gTHHPs9l3+oCM/MkNOqEJLkH235+y7fD2l5Z+5+hWFZrQSdBTOKW0t6Ijsu3HXqMwQnQg6iqSUTth34/eUVlPs+TcjuEMJDxIpSg+YUU4fmAN+IsJU2urjoZNMqmQkjNAeBobdvkuPq2ALU07HQWnflc+P0A65H+tGmztcn6Pyz7LpspyYFu4XKooZU6iOMSYYpYKgWOQJOrKviSfoqFL4Aiw24fA9KTRP+FT4XnMGXB00UpQeMMPcHlxd3vk4zFSbyxnX8T2l1e8FgROty40QbvtuuyNh5AMktEPe0pxSse8uP12ZUxre92gq4tiDjnRNwYzz2rx9t16UHjKltK1RQAeNFKUHzEgSOZaaqlLKv06SxLWuCMJuGPAnPvuRMDz3NRWoGM3lrl1oibw2p5RvPmVQKMjxvZSEbwvXrV0bRWmoxFmllGckzNT03dj23Ymgo6BHNtI6ld8X10ZB+PlnUsiXASlKDxgfdCTXmKVEtzQThnbXZCSM0CbGGKR+viKv7TBRgAKzfZd2xeWmXWiJSaWUSykp/yxOgOWkK0FH1QIo7CmNbN9tM+goVEojr9P6RoEEHQlckFIq6bvLT6v2Xca1BIHQxpT2XXaFxw4qbWO0kiilQlvQsdbPKA+AZx3TQsEjNKONMJo2go4mZ6GSzSVuMVSOnWkh6Min75qybzUSlTavFjYjxL4rsCFK6XLTxs4nEAQdyUgYoUXsfUA76btWKeXdcCEFSW7ahbao23e5jvC2QveExWmj3aeNoKOq8mdasu9STykFHcV5bbSGL+R80FHEkTCtvyeilApMUNCRXGSWk5bcu8EsR94ER0EI0caA7qW57btKKXsvwNqb7XpKC/n8CMA7/uYLePDsJusafiQMc9BReE0Q++5y0hn7biXgkd++W74OBvuuey2l/TV4PZHWqXw2mZJx25iFugxIUXrA+DmlB/w8hOm0NaeUeuC4k1AFIaSNoKOyX5q/p1T7mxz5BF3qGGPwE3/wSXzzGz/Euk6hDdJE+c8Rn0IWrCmH91JSHQnDs0YbilllxAlCW+0hDDqqp9aSIsuklHLadzOV2fUk6EjgguaUShWynLQ2p9R9JdVKbqqFNjAmKEqZ1qDPUDvpu/RVPj+XOnScbQxz1nXGWrui1K3L5ji4NHrKDjNtJCS3oZhNte8yjoThDDqaKOJN/HXaek/SJGVdYxmQovSAEaV0uWnr4u9HwvgTJe96w7zAyQs7vIsIS48xBklS/plrDaC078ZaZWdc4Mz6sPIzb9+VovSSp62NvaIw6CXK3+O2opTK8b2UVJVSpqJUt6PK+T8DQa9n5KK0EnRE80PjliUT/Z6VHlkgxmtqw1KtoZGqdGK9riFF6QHj03c7fJAdZsJ3hTc1lCyO7dh3X/VbH8ULfv5W5lWEZUcbfsu4V0rh7LuRPki/8aH78S3/pWrN1BJ0JDjaOgJybZClCXseQHhMS1G6nFR7SpnWaEOVC9cgBZMhOn1X+27koCMgtO+CbSQMp1MiS7KJ9bqGFKUHDF1c5BKznLSXvmu/lqoV21IAgL/43BneBYRDgYFBkvDeTNPZLbZSem5zhLObo8rP6EZQgo6EtjYmxoVGlqhSd2HrzQ7+LIf3UtJGu091hmgL9l3qKY08EmbSjs5j3w2LRPu64iulhSnKfk9G+64vSqWnVOBCRhgsN+SUSRPFO6fUh8GoyvfciEJ/aaM1WphTar8mce81UGgzoRgVEnQkONo6BAptkKWK/dwd9igWcnwvJXqi0OJYo+U5pQYsI2Gm22pV8C+4eko1Yhe/xhj2fk9tNHvhuwxIUdoSd59cx//23z6M7VE1LpouNHKNWU7oBiNVqh2llLlAAMoxRNzrCMuPMYY/fdfbd5W3OMZAG1uUVpQDLT2lgiU8X4fnvNiMC4MsScqeUqb7xfDzKfbd5aTaW8izRqiSsY0fmUjfjR90VLEI63BOaQtBR7HTd4N+Twk6aoYUpS3xtw+fx1/ffw4nL1bDZejCKcXBclKx1TK+R3QBSxPe/j4AeODxLf9nOewubQxQ2ne51vD90uWaMSjHv0z5mdy0X/KE19QnNsds6+Ra15RSHtpQ4YRmtBFG1cqc0krQUa3Xk2ENW6CSfZfKkkj23fo6E8VvnDXaUEol6EiIBp2gxkX1gBUbznJDNwKpatm+y3hc3HN63f9ZbI6XNtoYP4aIzwrm/qDcbU2kdehUmgfSVCFKqeAIz21nN4e7/Mtm5NogS8obdrbU1TDoSM7bS0m4GXao7buVoCOU6bsxldKpCiZD0BE0ElfolkFHceehhtZatqAjSNCREBG6SfJzSR10P9XlnY/DTKmUtmPf9Uop4+Fw7+mNiXWFS5M25pSGGy4xg47onFlUbgQx8TPh0iQ8BM7VArFikhcaWZJ4xwHXByl82KK796SHmqprg2uNWi8m+xpk3wW4eko5g45ChbESdBQ5fZe7YJSgIyEqubuK1Hfwy2CO1p+SMAdeKU1USyNh3PeMumw4n1SU0ksbbfj7mMueUheVEWkdKjyLKQEwUpQK4UYvb1Fqg45Id2kjdVU2sZeTqrWWTzGbtl7UNer2XT8SJl4xNBl0pKP3egJTRqlQ0FHMOaXgt+8aY8S+K8Rjpn3Xj4Tp7kF2mPG9nkqxvkc+obQFpVSsjUKJCdR5rhsc+zVJbNBRrM/RtALUF6odvmgL8xEeAmc3GItSP6fUrcu0Thv9ikIzWldKGVW58s/gDzoK7buRldLCFLWiNFR+46wzqcbGJww64gq4WgakKG2JcTFZlOoptjNh2XAKZqLYUhWBdtN35bgTCG2CkTBsa9hHjq2UTrPqTrP0Cpcmui2lVNs5pXTu5u4pTZRsuiwrbY+EYUvfndZTGnkkTOkOS0pbLVPQUWWUSr13NVZPKbd9FzISRohI4SqacTDUvahYJIRlJFRKedep23f516r/Wbj0MMbE3pieXMN9VdRTymnfnfIz4dIkPASe2OIrSu1IGBVTeJkKbYpmaSLp0ktKJYyK6T1qI+iomlgbKJgMQUepSl2xCLagI1IYDUwZdBR1PFkQdMT4nvjX0eH7NilKW4Isk3mglE4L6BCWC7r4255SvjeJHrmN9N1gX0Q2Qy5xtAnHEPEqPPbQjpdiTZt6oR2d/ihFqdBGfx9gj7UsLWfwcjsOeomSDIolJTzMDnPQUajAWqXU+1yirUGvI0uyIBWXZ07p1KAjIpZ9l3pKGd8TSd8VopFPs+9WPgxylVlGfLGYMIdROcWKuy8JaCe2XjgcGGP4LeOBNd1utsezZQHVAlRP+ZlwaRIeAZytF5S+W95L8x57aaLk+F5S2nAhHcyc0vgjYWgT1CulpafG/4vGa7jn20bQUSvpu8xjZ5YBKUpbwo+EKcITCqb+WVgetD+pJexBR/Y0yd9TWkxRloRLE2OCcC2mNeo9pbEQ+66wG221KeTaoJcq9s0dfy1KE2m7WFLCt6WNGaLcfasKKphTypO+myWZS981iL0zH64BuN+XDzqKPBKmRfuuKKVCY/xImJn2XbnILCNlABFvAWdgvJJk1+W074p/V7BoY5AyH3NhiFfMtiT6PE6178r59JKnrU3fvLAJ1twjYeg1ZMwzs4XFqW6EcK3RQvouwoIRCGLq4q0R9JRW55TGCzqi10H23cIUZU9p5KAj7mTcMOhI0neFxtCN08z03dafkTAP4Q01ayJu/E3C2WtNsTsKlyYGQU8ps8KjlN15j+U4oON4miJWFHJcX+q01aYw1hpZmrSmlPbSBEV3hZJDTXUj5PDbd21RGiiLMe277rHSJHXFIvV6xgs6CtcAqEiNr5S2MUNUgo6EqJRzSgOrWZC42uFj7FCj/Ukt7i5hHetcUe3YdyX1WXDosKeU6WgIHzVq+i4FHYUtETKndGHOb43w3k89dtBPgwXOo6HQBr1E+Xtp7mIkS0UpXVYqBWML6bvcc0pTlbKNhCG1r5f0AADGFLRzCfeDxmt4+25oraVApZhKKfiDjtqYhboMSFHaErkfCTOplGZJ0umdj8NMWJSy2neNsQYZr5Qy2nfFNi44jOGfjTth3430uHQYV8YwTEnkFebjR3734/jB3/kYHj2/fdBPJQqt9ZQWBkmi/DgvLuglpGLfXVrasIxXZ4gyF6VJas/XDCNhvIpJhRbZdyPbaoEZQUexe0rbCDqiNZje92VAitKWoN38fIpSmibxxiQIcaH3xdp3GZVSRN8knL1WS71WwvJjDL99lz433r4bK+pfTxag3tIrB/a+eeQJW4xujbrRr9RWT2mh3ZxSd5PbRk+pBHktJ22m72Yq47OKhsm4QJm+GxHf7+nDe+o9TFxFqYmulBpj+IOOwG8RXgakKG2JMn13MugoS3n7FYXFMS1tHNBojjZ6SitKqWyHXNIYGPZjLtzYQVSl1Fl1dWhns19FKd0/tDnRFRWuLaW0MDboKIl3Lz2VMAleNl2WkzaCjsj2miYpqyoH2MLX95SCL30XqI2ecT9pvEYt6MjATEn5bb5OGzNEtdFIVGITkcW+KzRletCR/ZolvCqcsDj0HqWJYr0R8CNhvJWS9yaKkMPu0kZXlFIuhadUSmNSjn8JftZCT1dXoeMg70hIVBvjOQB7nCVBHgBf6qp94F6qpGd6SWnjmKuGEDEXpUnmSkM++y4pjLo+P5Qj6IjmoTIopZWEXwYKUyBRCRKVSFEqNId28yuhHGLfXXpKlYdXvaTevjbsu9VUSr51hOWHFHqAUSn1PaXuNiDSQnT+zCtKafngopbuj64ppaalzbfc23fdWlyBYZWeUpYlhIa0oc5XQog0b1GaJikKINhRjPeawtdhv2e076p6TynirhMEHfF9/o1VSpUopUIEKHU3VEorPaVykVlKKum7nIWiMW4zkjcJFain78qBdymjTRh0xKuUArbvLp59134tpvSUVtcV5sErpR2peNoYzwE4pTQsSrntu6nYd5eV8G3hGttTnSHKn75rAJaRMBM9pQC4go4qSilDT6k2uqb4xofsu7bPV4pSoSHTRsJU0nelOFhKwp5S7pvcg1BK5d7m0qU8tul73vVIKY1V/Jb2XRP8rPz7rhRXbUFFaVdCdNro7wNcT2llnBevUpolYt9dVjoTdFSxCINlJMxk+i7izw9FbQ1SSivrNFwj+F2F38fGwHj7bpfb/aQobQlSSKcppXbu2IE8LWEPwnEWnG+RNia2c2Um1Z5SOfAuVUI7IMBnBCh7SuOOhKFjt5ihjnaluGqLVHWrKG2rp7TQ7QYdkbNKzt3Lh2nh2hqqf2yqXEWNhbPVJnGVUvfcyzmlulwHiNJTOjVMidaJpJROVWMZ0EZDuf+JfVdoDF3ow/4n+hm3NVRYHB3cuHMqpWVPKW+BAJThTbSucGlCx3N7c0pJKY3zuNNmklaUio4UV21R2ne7ccPTllKqXfpuORKGZx16OT1nbZDDe/loZU5p2FPKnL6bqhRGIVAW4xel5exNA7Y5pRVrrYmqyNYTfjkt1RJ0JETDj4TJw5sm+zVLlNh3lxS/O614+361MS59137PmhYp6bsCaqNawNdfTDdnyveUxrLvusev2HfLP4t9d39QsdPF9F3ODcW8rpSyfY7IJtgtRbtLtGLfRWkX5QzVAZwaC7COhKnOKQVL0FG1p7SW8tvwd1i373KFT0nQkRCVfBf7bpokUhwsKf7GnXtOKaojMzjXkjmlAlAL8QKnUkr23bhKqZmqlCL4sxzb+yHpmFIants4j23vcmFWSulxS6VUju9lg96jRPErpVmStTSnFOAYCTOpMBqWACIA1RmiPugoDhMpwlxKKTSUUqKUCnHYzb6byUiYpcVUlFJe+65Syt8Ych4QlVmOcuBdstBhECnvYb51It7X0PlzlmVXlNL9QQrcuCNKaRsbFJUWHJDDkVe9Spg3kYTFqQQjMp1/WrHvTvSU8gUdlfZdp2D6ntJ4a0wGHSnESpWcWvgyoI1GgsQlInf3wy9FaUvQhb5i360EF3T3IDvM1MMluDBk362ty0F1Tqkcd5cqPuiIeSQMXUDDnukY+J7SKbOfAekp3S9k4x5zzbJomTbaFMKxboA9f3MrpSmzTVhYnDA8jn1OKWPQUVjMVVJxGYKOqGA0dmc+2CWNEHSEasFoX1dcRXYiTInxfU9UIkFHu6GUulwp9U6l1GeVUncppV6olLpSKfU+pdQ97usVsZ7sYWaaUqoDpbQr90/vvvMRvODnbvV25cOOD2nhtu96C5j7nnGtwgVzcK8jLDc+Lp9ZefE9pd4BFmchepjKSJjgsUUp3R+klHanp5S/v48u5/QZSiL2TNepK6VyeC8fZd9vwm/fVXz23cIUAGzha4AgFTd+UVoqpQBb0FGoxpJ9N3LQUVtzSsW+uztvAPBeY8zfAfDlAO4C8BoAtxpjngXgVvf9JQ8Vo9N7SuOpBwfNw09s4+TFHYw6UpSGu9Os6iWNhAFvgQDYG6ks4VXHhOVHBxsuAN+xsDO2NzgrWRrVAObnlM5QRyUIZn/Qdagr5+42go7ouk5uA8XaS2i/yrl7eQnT+rmdJ20EHWUqg/bhQ3GV0skZolQs+ifRfI1Z9l0AsYOOKEyJ8z2hoKMuuyQWLkqVUscB/D0AvwEAxpiRMeY8gG8F8Db3z94G4OXNnmI3oF37sF/Hp++m3bnI6Cmv8zCjg91pVvsu6kop32KFNsGNDdsywpLjlRdmdX7bFaWr/TSqA4w+m7OCjqQo3R9px5TS8O1ncwG4a3jie0r5rhP1YDI5vJePsk/ycNt3K2FKAKt9t5whGnd+aLiGLxiNia+U1mzIpDLHJgw6KjTPGstAE6X0GQDOAHiLUurjSqlfV0odAXCtMeYxAHBfr4nwPA89dKGflb4LdKNAoAtlZ24IW+q7owtYxE3CXdfKZNbdJY+eOLZ51tkeFVAKGGS2HybWhgttgBVTzqlAh85BLZH6oKNuKKWt9pS6E7fNOeK9RiRt9HgIC+HtuylfS1Yb9t02go4mijmaU+qDjiIUpTVrbWGKMuiIqaeU3b6LRJTSGWQAvgLAfzXGPB/AJvZh1VVKvUopdYdS6o4zZ840eBqHg2n23bCnFOjGNcarFx27seHuu4Opnic5jwUa9m7X6cJRJyxCOaqF9/yzPSqw2kuhnBMgWvquIftu+TMjRenCdLUo5Qydqafv2p5SXkqlVI7vZaO0WCeVDbKYVGaIcgcdJSk03ZgwK6XaIHrQ0YS1Ngw6iqSUhnbqcM2YeFcTpKd0Nx4G8LAx5q/d9++ELVJPKaWeDADu6+lp/7Ex5s3GmJuNMTefOHGiwdM4HPigo2LypintUI/ItNmBh5mJvju2dQwSpYJdcF77LnuRLSw9YVKk/Z7nYNgeF1jr25sCpeJ9hkpXxuSYLQBsN4VdhRTzrrReIDi++YtSeyulFF/q88QGKcsqQhPamKgQqn/c9l2fjBvRUltfwxdzykSfU0pWWh9CBOopja+UVvpWI0OP6e27TBbhZWDhotQYcxLAQ0qp57gfvQTAZwC8B8Ar3c9eCeDdjZ5hR6AibTTFatZLu9Mj0jX7btmMz7s77TcJg++5KLRBT3bbL3nacgFsjwqs9FL3XbxQN7r5DzfAQpEvLFaFvUnTriml9muq+KyUZQuO/Z5TKfVJv8zXImFx6C3JEgWu00/YJ8nldJpQMVV8pbRMfw+CjqCiKZj2IaoqZjmnlKGnlF4HGIpS95iUvtvlHams4X//IwDerpTqA/g8gP8DttD9faXU9wP4AoDvbLhGJyCFtDJTr7bL2gUrJV0oO3djw3zjXo6EcTccjEW9NuUNqNzXXLrQW594+y6/UgrEDzqaNXe3I6eg1qDtgq61XmSM47zo2KPPkAJfseg3keTcvbTowP3GtoEdzhDlsu/Wk3GVQso1EkbV7LuMI2EqQUexe0pVC/Zd12/LUfguC42KUmPMnQBunvJXL2nyuF1kak+p38m1X7twkemcUloLl+DbmTSRJ3TNxiql3QnXEhZD11QermNhy/WUArQ5HWehYppSWplT2t0LNwf0mxt1xL5bTU5vp6c08tSMCqEKZ7/vxvvUJcJNbD51vpwhym/fdfcJfiRMvPUmknEVKaXxg44mRsKoeIosvY5E2SA/jveE3nMFa9/t8me/6ZxSYU7K9N3JGyhSSrsAfVi60pdU9t1Vv4++DqKeJ3elkKAjAfBVSLnhwsP2uLTv2nTSOI9LN32hUhreCEpNuj98HkBHlFI6FDjHc9RnjftMAAYmW0nYlhIWJEzfZZtTSm1fSY8x6ZnUP0rGZbDv1maIFsawBx3Z4i6uUhqqmFwhRGHfaqIkfVdoiDEmmFO6S/puB44zOil3RSkNd9sBzl1wY9NJwR9ioSXoSEAQ4tXCSBieoKNJpVRr4+9pRCndH/Tr4m69OHlhB1/50+/Dvac3WNcxQcHIdSjUlVKl4tp3v/NNt+O3PvwAgGmhe3LyXjbsddxuHHAFrYXqH9tMzFpRal9J5JEwqFlr6yMIOOy7cPbdiL2r9DqUa7/iKEpznQPgHzuzDEhR2gJhfVaZU0pFqQ86OvwXGXqtXbkhnJjlyHQjYHtKUY6EYTwWtDHo+Tmlh/+YExaDjmVyHnL2lK5SUYp4CgKdPyuJu1qO7UXxeQDMG4qPnN/C2c0RvnBuk3UdHwzURvquCkbCRFzqM49exN0n1wEEdntRSpcWbcpsCM45paTKcSulZU8p+EbC+GTcuMXi1DWMntJTGmeNBHwzRKkoTZNU7LtCc8JCNJ9i3+3knNKOXDHD3XaA70bA9pQqMLq/ANjXo42MFRDaC/Gyc0rtTQGHUlpU7LsGfVeU5h1pIWgL+jWOc94NRb9xyfz+eJcL40mVjj1SL2MHHY21wci9H/7z6oOO5PheNuxoN7vRx2nfTZDYwpcp8KacvUmJsrRjzmDf9em7qCmlEdaoJfzaoKO4PaV1+y7H++5H2ySZtQh3OOhIitIWoAvXSi/BqND+oJ1I3+3ARca0dMPRFvR6Sosjn1KqFL+VshzuLfbdSx1/MU14d0KsUurmOCJ+T2leK0p7HXKetElbM6bpesj9/tCjZymfUlpXL1XkkTB5oTF0RamprSWH9/KhDc2S5DzmtF0DPP2LtAYQBh0lVl2M+Jp8YJO3CDsFM2bQ0bQZolSURsKHELVh31VZVLfRMiJFaQtQgUYJlN52FjTFA91Qrcobm27s5LQ1sNxuEqqgm4LZbiYJjpc8PsSLeQzR1ijHWp+UUl77rjbw9t2uuDXagn5bI+aeUu3fN9Zlqj2lTIeCP5+mZU9prONba+tqGeaF/x7gdzYIi2Ncin6iGOeUwtp3Y55LJ9Yg26srEUr7bvz0Xd8nOWHfbb5WmFRcfl+37zb7HYb9ngqK5d6t0KVSaje+uvvhl6K0BahAo6KUkmm7eJGZpl4cZiYsjkwXGrqY0fmY0yYMdGsjRFiMur2R41jQ2mBnrH36bqx1KvNIwz8HPaVdCVtrC99T2pJ9lysIpr4Oa/ruRE9pvOv42N03kH2XHpY+r+IEWD4M7PuTJHzvjzGmTHrlsu/WrbUc9l1vEQ6K0oqC2Xwtn1SsesEPNWL2rnprrcrY0ndz43pKVcqqkC8DUpS2gLfvurAPutj4oKMyaeTQ4/u8umLf9T0JLQQdJSjTd5l39jNnGedSx4Tlx1vTGTfFyHoYpu/G+AhVwo2Cc402BoNMitJFaGtDkYrRgtlNE266cJ9Pffou4hXA9NjDWk+pbCguxufPbOD81oh1Da2pp5TZvguFVKXQTJ8hn4w7EXQUcY26tRYAV9BRopLyex90RDAqpVvngLP3NXr8cI00SVkV8mVAitIWoDRDr5TWgwuS7ux8di19d8LiyKhghkFHbPbdDoZrCYtRWtPt9xzH3NbIXkxXe0H6boTHLWYopWGytBSl+8Mrpdz2XV+Usi4TzJjmn1OacCilbrNlVOspFaV0Mb77Nz6CN956L+salL6btJC+yxl0VO8pta+FJ+ioHHMS11ZrH6Gq+NqRMIXrXY1T/O5aML7pa4Ff/YpGjw9Ug47Evis0pqj1lHr7bgcLhLbCMtqClMTy/MWklKIczWHXYVmmk5ZxYTHqdkCOY2F7bC+mviiN1HMXPkR1JAzQy9TEz4W9MW0VpRR0xPz+hNdXvvOp/VrOKY1XjOTufSiV0tr9ghze++L81gin1ndY19DG+GDXwxx05AtGH3Sk2EbCeIswqbERg47GegwA6CW9cs18BGQDxCp+d7XvXnzELRFJjVWZ2HeF5pBdl2b10UW/tP50J33Xj4TpjH3Xwr1xQHHo3CNh6IaJ1KQuHHPCYtB7rxh7SrdHrij1c0rjrBMWnOEGmAmVUjm29wUVWGPmc3c96I+L0J7OVSCQI6gsSuM5DnJv33VBRxN2ezm+98Mw17i4PWZdwxiDJOFXSlPFO6/SF4ygglHF672gNVC177qrUdygIxcQREWpMQYohkDai66U7hp0tHM+3hpi3xWaUo6EqRWlHVRKuxd0VFUWecMLwp5SJrtZXSllWUU4DJTjjuh+I/7RMF0pbf644edQV5RSse8uSrmh2FLQUReU0tr1IaaYRPcJpX3X/py7laSL5IVGrg17UVradzldVaa077KPhHHHGgAgbvpuOeIoKEorc0qb//6omOulVJRqQOdAGl8pTdUu/Z6bZ+OskaRsCb/LghSlLVAfCZPX7EtdslKW/ULdsBfQhV/5XTWedYyBi5Ivv+egbgGTvqRLF39su60QjpvcLaeUlkFHcS6o4ekl7F8vjEFfitKFoF/XiFkpLa8RLSmljKEzVL+X6bvxVAy6b5iw7/qgIzm+54V+hxfYi1K7uczZx0xBR5zpu2XQEdl3Ed2+G/ZJAlSUxuv1DNfw9t3CBV1lfRaldOI9ISvyVrOi1PetOoVc7LtCI+ojYWjnky5o/iLTgQKBXgK3Baw1XI8I59gM+7jGD18G+HbBJ+eU8qwjLD90U2uVUp7dV1JKV0L7boRl6mNgCGOAXio9pYvg8wCYldJp82U5CIs47pEwrgMn6uZOXh8JUw866u59aXTaK0rhr+NcHyMfdARepZTWAICCYSRMOHsTCMfOMCilZN8t3PsfUSmtBB2htik1OG6/bj3eaI3QhsypkC8DUpS2ACmj1FdF39ONVZeslG3tgreFdgpmOT+Uy77rigP6nit9V5c3anYd4VKFbmqVilcs1tmuKaWx0DOKUrHvLk7b6bvcLo1QKeV3nthjzm7uxGE8oZTCrSVK6X7ZcZtjF3dy1s1/asPhtu8qpZAmKWvQUYLEFwgcQUd1FdP4mpSCjpq/Nprv6ddwBSSyQfw5pdOScVdcUbrZrCitzyntMt1+dUuCt++6G7OhO0HSTCvu2ZRtQhdO7hubtrB2HFUWi4w3N5WRMC3dRIl999KFLp7KBWxxHAk+6Mi5RBBpnbCPNOxf18agl0nQ0SKU5+6O2HdRtipwLZV754n9Pla6NBDadynoiFTZ7twvtMXQu9MMNt05iQO6X+CeU5qosmTkKH7LhF+4NYDYSulEMi7cGjHtu05h7Kd9u4YmpbSP2Erp1PTdwWX2a0OltB50JEqp0Aiy4RwdWJvCqCh7RNKEfzZlm3RNKTUo544BvEqpUrxJqMCkfbcDh5ywIKGSZG1H8dfwQUf9ck5pjGMuPL2E5xqtg57SrrQQtERrSql7eO5Ng3IOOGNKKdl33Xk7puOAUvvHhYHWpnw9jCOcugoV9gCvhbe1OaVIglaf+J9XDY1yK57Sd5O4SilZUimECIg+pzQs5gDAUFEaUSmt23cr7wf5+iMHHXH1Ei8DUpS2AN00kYVtZ1ym76oWVLg26dycUtdTiogKpjEG95xar/2sPEdGW2gKdONJfXf8FrrJ1yosB/TeK/f/WHpKR1PSdyOsM6untDCm7Cntwgm1Rco8AOaeUtq4bEmRzRhDZ+qbfEnE3uxwrNqo0D7fgLuVpIvQPRcA1gTeNuaUGnffmChyO8X/vBa6sME9tCbDSJi8GAKwCiPokcMDnCHoyNt3Iyql9Tml1b90x1pEpTRRSafFBClKW4AuLkecUurtONogDVS4LhxntAvemTmlrlhMKhVjM9718Ufw0l/5AP787tPlOjDlbjuTlRKoqgcA/0bI737kIbz0Vz6A2+9rdlIW4uOV0sSlPjMqpTQOK5aSVB8D439u7LGtVHfcGm3R1oxpeu/aU0r5VCt6DeG5O1YAURg4Ncx1RYUDunG/0BbUMgXwKqXGvUcp4xiiwhTWvkvJuAxHQq5zpEnqCwSOkTDF/R9EagzS9ZPVNeqFXQOomPP23aJlpZTSfpv2lAYWYbHvCo0h1ZDsu14p1W6HlXY+O3AT1bWRMKbWUxpj9/NzpzYAAHc9dtH/TAdKKVfoDBAEHbUUrvWxLzwBAHj43DbzSsJ+KZVS5S6m8Y+GUa6RKPjwoVgbLpWgo+DP1KfP2dPVVej3NWppTin79S7oweS271JwXFSlNPj9DPPCjxvx9wtyfM/NTl4e07z23fL8w7UpZu9Jylt3FqXUFDbpldYEogcd5ZunkRkDdfY+u4ZXSalYjBB0VEvf1V4pjT+ndGoyLhWlsUbCiH1XiAHteE4opYaCjrqDD8voQIENlD0iMQOIBi6IZRhYiqj4BeLe2NSpp+9y39iQFbCXdeko7wb0zjMEK3rGhfYFKYDJyPwFqSfuEtSnnzC9ni5Dv0bu1gtv321JKc0YVSsfdBQ4aWKPhAHstYLGjXilVI7vuQmVUl77bhkcxxZ0hHJOKcColKq0DOH0xWLEonRwFCkAtf6YXQNgm1NKPaXw6bvBnNKG1GeIVt4Pb9+N01NKFuEujI+chRSlLVAqpZS+WybB2aCj7lxk6MPSFeucTcWNO6d00HNFabB7G/667AUtwkJToAtlW2EZvihN5VSzbNBnlfraOQ6FUaHRz4KilEEpDe2mhXbOBsagka4Snrs5Vcy2cgf8uY6xp7SeiBtz/My41lNq3LWozKCQA3xehi0qpdTuw5egr12/J1/67oR91+9cxlujSDJkxiB54kG7BoCqRNN8MSquff+tDueU0jJx7buV94OK0ob2XQqFSpOUbab4siB3ii1QBh05+65TSgtK33X/rgsHWlt9SW1RpuLa72Pc3FA6aJgIaFAm73IloQJBMEcaL+FuN0a5ffy+FKVLR5m+6+YrMhwKo1xX3vtoPaUm/HO1p9T23clN+34Jf6djxvYLOgdx23fDtFq2ntKaUsoxEgawG9kG0lO6KDstKaUIzj9cGyFjPbYqJmP6bmEK27/oXoM9piMrpXqMDIB64n4AriiNHHSUG1uUAva+SheBUhrJo1ifU1q177pjzYU6LUo4b3Wib7VjyJ1iC5BadMQVpaSUar+rb/9dF+6h6CXkXeopTVTwffPHHLjQl3D3FtQvBLAloQJB+q6fU8qyjGfk7btyqlk26L1XIKU0/sFQt+/GskxRMaDU5JzSNJGe0kUIiynOWaX03nGPsqbXk7SQvltRSiM9dngNHRU66Je2P+tCBkVbtKmUcve0UzKut9Yy2Xcra3CMhCnGSI1Bcu7z9gcUA+/7ZWO0eRTeumttr0FPaeSgo0xZ9bpq33U9pQ2LyF0twh1D7hRbgC5cvUyhnyWVQc62/6k7O59t9SW1hTao2HdjvEvTekppHcB9ZdvZt19phAH3ffvIqcEDUUqXDn/T7jyBbEppVlVKw7UXhW74+mky0V+aJLxzArtK+PvKGStGeuv5x1HZr1kSr1CsUw+Oi9lLOK4opYV3AZRBR1GWuSSge67jKxku7uRs62iXDZEwJj57ay3nSBhTHQmjQfbdeGt5pXT7iWCNYE5ppKCjNKFxZArGK6Xxgo58/61rG6nad0flnxucF0KLsPSUCo2h0J80URhkibeS1EN0urCz7/uFuLfBW4JGtaiINwI0RzFMuWxvJIypPAf+oCMvxwlLhj+WI488ChkX5dxQIJ4zi0SkelFqgnNqF86nbRLe6HAm8PqgoxZ7Srlu4opgDSCuDX5yJEzZrwh0o92nLeie66qjA2wOOYtSCqPiU7K9tdbnQjA4XMgi7I6x4AwbbY1cW6XUTzYAWOaUUvKutb0Gc0pjKaWhRTi07+oCMAVAIUsNiux6YJPYd4VGFO7ikiUJBlnqd+20MUiCd6AL91C+p7Qj27gciYf0GGEioNbhSBj+EQZ+TinLKiUjd6x34djuGnRTy1nE2aCj1H9fWs6aQcVAL6sppaac/SzH3P6o9JQy2nfbuka0MaeUzqd+QxERldLgSY9y7VtJSrdBlGUuCeiea5AlrAqzacG+O2GtZbiKF7rwwT1AMK4lpn1X58gMkFQeshLl1XgNUjEBZ991gUFWKSWarUO/KwBV+66fibrilmlQlOpa+m6HN6SkKG0BuvhmqcJKL/EBN4W2N1BKxfsQHjSkYHQlfde43Wm/mxdxnEXY52IQBB0xjrOgm3k/p5T5zmYUbMAIy0UZdKTYZuPaoKNpSmk8+27Ye1cEfXdyzO2PaqIx3048FXLcPZF045Yx9JQ+cn4bxpiJdoggfqAxk0qpayVpqfWiSwzzAoMsYVXNgTBojdG+a2qJsqz2XfdZBRA96MgUyFTCqpSG9l1blMZXSul35degxyPrLhXADd6nMNwqgdh3hYb4otTZd/1ImA7ufHYxfTeJe54sldIwfTewscQMy6hTn1Pa1kiYLhzbXYM+q4rSd1sIOoq1/UYFTS9TvjAIg22UBB3tm6pSypm+67621FOauDmlsW7kTl/cwd/7xT/HbZ87418DFaMxj7u8MhKmKFtJ3M/k+J6f4Vj7opTz9+ZnzzNuilF4D/ec0kxlkwVjxNdEBaNfQ7k1YgYdOaszoTVPT2llDdAJrqaU6gKLUpjCK75QYt8VGpIHsxqtfdf1lHql1P67Llxi6JzVlfRdCi7w/RtRTpRTlFIT2ncZB2/XeqC4bSBDUUqXlspIGDAqpbU5peHai0IFVC9NUOgyOA6As+/KRsh+CYs2ThGTzgXsI2FqIUSxjocL22MU2uD0xR0UWldmjcf8HIVjeYZj7VtJymuRMC/DvMCgl7LPLw7bfbjOP6H6B/DNKc2SLLDWUrEY0b7rCkZSY8spvHGDjioqJhWGkdN3uZXSCcW3w59+KUpbYFSUF0dr352evtuFG/euKaVkmYqpZtPvqJq+WwYdcSWhAqVKkdFIGOa9A1FKl5fyfKPYwrUmlNLII2HCoCO62SyV0ihLXTJU573yqkkAv1Lqj4fIRRw5n7ZHBQpdziilteIFHZUPNKSe0sC104X7hbYYjjVWegm7rZ/eI05FlsJ7OO27ZBEmXV7TuJaY6bumQJr2oNyvyQAsQUe+YISz7yYZbJhLxPTdoGAslVIqSlfdMs2CjsLXIUqp0Ii80Oil9kZpkKVB+m7VjtOFa0zXgo5MfXc6RlHqe0oD+y6qSikXXk1K2tltp6JUbqCWD3pHEnfDwaKUFqailJZrR+opzcKilKyUpJTKMbcftClVRc7NqrauEWFPabhuU+h423GJuGFYISIWPeHvZ5RraF32KwIQqXQf7OQFBlnKPr+4dFbx5WpQeA+nfbcMOnLnViB+0JHRyJJe1SIcOeiIejHpobUprEoKRO0p9em7YUilt+/GUUrJIjwxdqZjSFHaAuNCe2VqMEUpjdmveNDQebhLQUdJUvYMxbgA0K+mat81QdARY/rugQUdsS4jLAC99zTCgOMud5QX6E+ZUdvcvmsfoJcm/ua93HDhTb/sKtoYv1nF+bsjtwa7fTdQzu33kYvSceHDCokkouOgGnRU+JEw0lO6f6in1I5q4Vsn3Djgtu/6ZFyGhXzQkXtsQ0pprKPbGORGI0v7qHSQqgQx+9kqybhk38367m/jFL+FDsbOhPduXiltnr4bWoQVePIflgUpSlsgnNW3UlFK6YLZTn9fG9AHkjMoo020MVCIO6d0avquKU+RbcwpbSvoaOTtu4f/2O4alZ5Sppu1WXNKm0KfoV5aFp9VpVTsu/vFmPj9l9Pw9l1upbRmd41mq/VFqfYby0TMcV65NljpJVDKjYRBVSmVU+r87OQFVnrtKKWKOf27PqfU20Uj4oOOQut7TKW0GCEHkAY2ZMMVdFSxvebRldJwTul0+y4ppYuvU5hqcS32XaER46IM+wiVUs100TxIOqeUgoJg4u1Klj2lVftuOOuOr6eUlFI+608IzTvsyOHQKeg9Ue5/HMfCRNAR4txQ03/fz1JfJFBRzTl39SD47MmL+NA9j7Ov05ZSqmt2a7Z1nPskdmYDPY5XSoOiNEkiBh0VGr0ksYn9ziocttx15fhug1Ip5Z1fbEy4KcZn382SDMnWeQCA/ujbot8w+FmotOEHIKpSOtpEoYAs7QG9I24NpqCj0PbKoJROqJgT9t1ISqnYd4VYhPbdlSwtR8LoctB7V6AT8bgjVQjNHYvZxuOL0kAppRsOgEbC8Np3y5tPlmUm6PJJ9LBS2nf5ZuNOBh25tRtbpux/30/tTabWJlBK4wbOHDT/5c/uxb9/96fY19HGIHPvFWcIET02e0+poWOh/D4GFEC0My5QmEmlNOZImCxV6KeJCzqqXos6colthWHuitKEP8QrSWg0EM8apP6ph/4aAGA++MvAxUeirkEW4VKzDBTMGL+/8TZyKKuU9lbcGmCZU1otGOP3lIZBR5XRahHTd2kMECD2XSECeWHQy+wHYNBLsOMCbgpdnVPahZ3PUinthr1AO19tGXQUQym1X0dF1b7rlVLFd8NBS/Zasu8ScgO1fHilVMUei14yKupKqaXpcUeFTS8ooopgw4U7ZbNNtkZFZQOLC63b6TX3QkILPaUcSmnYU6q1qWwqx2y9yLVGliYY9FKvlNKGi6Ubx3cb7IxL+y7nhgu1+6QR7xfqUHiPcjM3DdBoBuY0ynEtKNeIaekbb6NQQC/tI3HptHaNoKc0wvE9Ya3VRVkkxuopDWahVqy1MXtK669D7LtCE0bOhgPAWnHGpX23Mqe0A9cYOgl3ZSQMvB3HfRvhZdFNjTHl78tezAg+lYesc23NKSU413lic8T22F2Gjj2aw8txzI1yXQk6iuU4MPWiVBt/bHdtJMzWKG9l7rMxJkiq5VunnpbMRdlTGu81PbE58kXN1J7SiMfduDDoJcrZd4tgTqn9+64c321ASin3ecEAvqcU4Nl4IdUscYWoVgBM3KLUK4wT9l0gymbIeNMrpaq3ZtfwYUq0TPN1wqAjZYy176a9xo9bX2N3+26k9F1RSoVY5IXxN08rvRTDvIAxZjJ99wCfYyy6NhLG9/0i3o1NuHtKCogx8OdjxZSECpQKk59TesiV0g/d8zie/9Pvw1987gzPAh2G3pJyjiPDrv6EUhpHQSDFnx4716Yyl9LakbtxDtp2xQ832gCpc1BwJuPSOYhfKbWqVbmh2Gy93/3IF/D8n34f7j55EQCwPa2nNGIgQF5YpbSfJXYkjA/RkaCj/TJ0QUcp83mBlPOEcXOHQm+UK3IMEP1goDEnSX0kTKy1xtvIFeyc0r4tSr1S6r9GKEop6Gj7CaiNUzDrj0a37471eA/7bnOlNAw6kp5SoTHjQvu000GWQBu7C1oYt6vPGO3dNl0LOqqn78Z4j8Jg4q1RucPZZtBRGrvRag+4ju3PuhvEP7vrFMvjdxnaQFLKzRKP/BblhYY2mNFT2gwqbAZUlBa6tO8yj2Rom+1R7gPDOCHnjv0z3zreHcIs/lJPadke0+zx/tenTgIAHji7BWBWT2m8391Y257SQWbtu+Q66FK7T1vsBEFHnL+3XFu3AWcYlU/GDe27ke2cPkzJ75T7/4coF4rRJgqlkKUD31OqoYDVK+AXjBl0tHEGCYwtrmOPhAntu5hm342rlFYSfjtIdtBP4FJgFIR9DDK72zHMbT9KGoaNHdDzi4kPOurISBhjar33ER4zvFBt+/FApX2XK3QmXNuPhOFZBkB1zh7XjcCJY/aE//iGWHj3C70l5ASI/R5RIdVjmFNKhc1Kz55PR4Wu2He71FNKihw32gS2fs6gI01uGt5rBIXUJZFe09bQFgEr7hq+k+spc0rjWety1/bTd+m7CsCgl1bHdAhzMcwL/7vjPOwKt5HApWYbY4IZou7eIVIBF1KG94RKqX8SzRcYbyMHkKV9qGwNyN1KR66yfx/pJsgXc8N1KOPWmFBKm68xVcWcSN9d3GJd6LLwtdfqbtxfT0OU0hbIC+P7qlZ69isFF9hQjg7ZcTqnlDo7oLfvNn9dlaJ05HY7TaiUMqbv+pEw/Da9Srow0zl01RUlZzaGPAvUeO0ffhL/85OPtbIWN+VxqFhm41KQV8W+G+lGgM4vpJSOi8n03c4UpSPd0iafacXW7900zG9PPaSu6WvacEUpCaPDceHSVqtBR7HOdZS+O8gSjPLCFlZpEtW1cylgjCnTd5k3q2jSAh0SsdfKjT0GbdARFaWIXpSWhS/cGkH6btOT96ffBfzhq5xSulLtKV272v2jONF7eTFE+uBfAhe+YF0MSrEGHVXsu9oVpT0qShdfJzd5ZU5pl3ekpChtgap91+2yut1vpVSwAXX4j7Su9ZQaU50NF+NkUC1Ky9ArWoNTKaUbwXJOKR9hUcq1DhUnj6+3U5T+7ke+gP/z7R9rZa22IItj7GNu5N7/flq1NwLN+1fp9EJK6TjXFWt6l4KOtkd5K+fTUCllTSj1c2X5X1M1pK6hUupaLWizhRTsrBZ0FOtVjd1j05zSUa4x6CXd2sRugUIbGNdGwL1ZVVdKY3+OCleIhkFHttpiCDpSme8pNX4hND/w/vv3AuNNjKGQZn0kbk6pAYC1uEppMd5GevEx4MHbkdBVJ+2XawBRRsJ4a+1U+278OaVdtu9KUdoCY10GHQ3qSmnkGZgHDd1n5F2x76Ichk3fN6XaU1r2hdCOfhLxxqaOV0op0ITxoBvm5YWSb5C4fdwzLRWlxGMXtltdj4Oyp1RFvZkmxlOVUvu16eGgJ5RSXQk6SjoSdGSM8cUP9+vRxvhRUaw37i0GHYUjVJout+mUUkrPp43lykgYxDvuChoJ44KOfIKs+/uuOAG4CUdFpQnvZlWua+63yLdBuesjzZKMTSkli3CapNVNRH/ybrjWU74GAFAoIM1WyqCjJAP6tkCFSqK8psIU6AHAhYdt7Q5EV0rr9t2yKI2XvltJERb7rtCUca79xZ6U0j/46MM4tzm2u/rozs5n15RSn74b0Y4T3rRQT6kJlNJY60yjTN/l7x3bGYdzWJlejzvO1t0NIyfha3ivCz05zFR7SuO/R6SUVoKOaO2Gj03HcaWnNBhxk3REKbWbl/bP3OdUHSTJsiaUkruthSI7UfHmgJN9lzbbpo+EiXcdHxeklNqgo2Fuk6xFKd0fZKemVG7WoCP3nnHZdwvXlxjOKY1dlNIamcqgvH0XiHb2PnqtXQdAlq1A9eycUt07EljSItl3dY7UGODCQ0iop5SKxUg7pD7hF1Yp5UjfzU016KjLdPvVLQm51hNK6a/ddh8e3xi6mXr233VjZ99+7cqcUm0lzKg9/qFCsD2ioKOyV0nFOR/vunZ4I8VFVSnlWSPsteNW58P37W8fOs+6VhvQy1GwVSmXUlpN341T9GhflJY9pXTOSRN0JuhoZ1x+hrjPqcYEo6IYP0qkcrMX2YZmRsZxuVA7QsW+a1DpKY0edJRS0FFh7btZyprs2kXCjVjuVO5cG2RpEoyEibtYqJR6+27koCNaI03KkTBGIZ7NxRVruVI26Kh/1M4Q7a+W/yZW0JHRyAyA8w+VZe7W2XINAE3PDLnOkappQUeM9l1RSoUmjAt7ogJKuxmRRk52PWjoJNyVoKP6APYo9t3gZLvjCjcKSADAEjpDlEFHFGjC9z4NK0opzxrhccadwBveRHdhz4Uunv7GPfJrmh50FOexS/uu6yktdHW9jiil22FRyp5WW6p+nOcFemzunlKbnB6M54i0HjlARrlGoTWClmmnxEVZxhU4KrDvFnYkTIfuF9qgcCdrSuXmvDfJtXYjYXjaY8KCsaqUxluIlNJe0kM12iiSUpoPYW642QYdJT2gt2qttVlQlCLOhSI3BVIYYOd8GXS09Xj1HzVVSnWplCoE/Z6kyFIPa8M5pZU1pCgVmjCaYt8lwjmlXdj5LO273fjQUCpuXPtu+We6wSl02c+lwDcc2ffX0EgYxkMuVHm4e0oB/j7P8GamjZAWbugtUYrmK8Z7TeNCY3No3//+tJEwDR+/DDpySqkLgrHrpZ3pKQ3nGHMrpdq002tOnyPOMCWg3FCMbXcNHSCbw8Jv8AFxB9tb+245EmYy6OjwH99tUM4v5k/lLtx7Fitca+LxK9ZaF5Ko0GjcSB1f+KrUf2jsSJh4SmnuxrKkKgV6q0gAGNdbCsD1lDb/3RXGWKUUKI21m2eDf9HclpabUsVMVFJVSpMe4HpBmyqlYfpulz/7Mqe0BXKtJ0bCEGHQURe2Pst+IXvjnrRgE+WE5ocmEbenbeqyPedS4ZYXBmmLSmnKtJMbUknfZe4pBYBTF3nDjsKioEsbSLTpEvMlfct/+Uvc9dhFADWl1H1tfF9TU0pHQdAR9d114C3y9n4AGLeolPL2lLbjpqGeUqoZm3xmw9/HKDivbQ5zrBzt++9jplhb+26plAKoKKUd2BdrhbBlJUnasO8qf32NvfFSte/mQOruFRjsu1mSIYF1HxmDeCNh8iGKwVHAWMUX/TX7ucnq9t0IQUfQyEjnTXowyIEnfVltnQj23alzSkdWJaXfW9OgI1UGHXGNDFwGRCltgbGbNwYAz7vuMvzeq16Ar37alQDc+AL377pwmIUX7y6EHXml1H0fa07pWo9GA9kT1VjrQCnlUzBp7ENZYzPad8M5pUzLhMdYqMzyrBW+ng4c2+4rzeGNdSxsjXJfkALVnlI68JqPhKGitOwpHRVOmW1hHmFbhPZd7iLO9pS2MBKG7tna6CkFojiRNoPNgfC8tjUqKv35MZPTqT+Rgo5kJMxi+M03Z99lDTrSupK+G92+G84pLcrkfo6gI9tTinINPxKm4VrFEIWztPacfTcxBprmefq1mv3yjDHIYZCSIyjJoJ/2tcC3/3rUdSastaF9N+1FKUpzndvfFaSnVIjAuNCVG7MXPOMqXH3MfihpHAPQjYtMeBLugoWX5ofGcq7QY6727Ulse1xAuzlqdHPDMZ6DKExtDNFht+8G4UYj5qCjsADuwH5LMBImbmroX9x9pvJ9b8qc0qYHuC9Ke0FPaUVN4rXptcV2q/ZdE/Sa863j7btt95Q2WO7C9tj/uaKUjvLqSJiIRc+40OglCv0sQaENcm1s0JH7+y4c321AxxkFHfEWpQa9JH4fMxHOKS1HwvAEHVmLsLPvxgw6ykfIM1tgWfvuEVsahkVphJ15b3UGOYISmMFxYOV4sE4cpXSmfbeilC6+Tm7KMKVEJaKUCs2oF6UAcOURW5SmCVpRrQDg/Z85hf/0p3ezrhGe8LuilMZMcARssqUfij4uvC2PjhHF2A9nLdWlesBp06vad3nWCI+x8GaRe60u9HSEPaVAPKfGez9dHZczdU5pwzVo/yGcU0rHW6mUNlxkDt7yl/fj9//mIbbHD5XSMfOmizYm6DXnt+9yF1XG2HNdWTQuvt6FrbIoHdbsuxNKaTT7bhl0RPSzJGro3qUAFaWJEwC4PkaF31zmU7MrybhONTUKcZXSsPB1z7+ilDZeYIg86fs1KOjITAQdNS8WAQRKaTrlHjuCUqoLa9d+9w9DDS9WR8Kk/SjzXetjZ4Bu3INMQ4rSFsgLU1ELAODKIwP/5yTSBtRe/MBv3YE3/tm9rGuEO4NFByJKDarD0WPcSBUugGOll/oB7EBpneO07xa6PaV0lPPbXUO1hfumvaj0lLIu1Qo+fRfK9cLEedwHzm5Vvu9X5pTGuVkrR8K4ntJcY1yUlt4kYuDMbvyHP/oMfvwPPsH2+KFS2obdNWsxfbe1ntIIVsqLO0FRWtkoMP53BsQNDMu1RuZGwhCDLEjf7ehNaWwqPaWMG77kDMvSOH3M06gk47p019j23bGxj5uqFAmFKSGiXSwfIc9sgZUmKXD9VyBJetDHn1z+mwhBR14p9dkJ6aTttaFSaoyxQUf5GPj4byPZOF2u4e27cYOOaG+gqxZeKUqZ0c52Eyb0AcBVTild38mBCD0vy4IxpTLCHczRBnZ+aNwiThsbALXSS7AzLm+mq/ZdpiLOrc3V8xIS2rfbUEq5i9LweO7CyCN6BYmiM1Cc17Q1zHFsUGboTVdKm61VjoQJekorSin/SJitUc67AOpKKd8Loht1PxKG8aPUln2XekoTfxPXQCndnq6UAqjZd+Nt7owLawUNE/vp2Aa60e7TBkVwbKcJn323bhMG+OaUpioFvH0X/s8xqCilbtamSRJEGwlTDFG4/shMZUD/CFRvFSYtA8NiBB15G7J/yLTs9ywXarSG7791z1VpHRSlNftug/eo0EVpEXZl2+Rr6QZSlDJDN7L9bLp99/zWuFNzx7QxXhnpwo079ZTGsID5x9R2B3+ll2J7XPi+SG/fRbwbjvd+6jG89S/vx+mLO37targW33vUjlIa9JQy23crI2E6cEdIhZ1yCaWxPq5bowLXX1FasXoVpdTSOH23ppTantJyBE3M3r5Z3Hd6k/XxgepIGM7zKT10O0qp/creU4rSsgk0K7R3K0pD+27M1ou80EiTpGLflZ7S/aMrSinfZlW4ucxdlPr0XZBSGm+dabNQTZJGHAkzRpG6opQCgiY24mPad51SmqQzHnLxdSbU2LCQjhx05O27/vEWfrilRkbCMEPhFHX7LimlF7bH0cI/dqOtuYraAKu9BBjyB3O0QcywDIIScAdZUrXvUvpupNCZ9Z0xfvB3PgYAeHxjhFd/43NaDToKlR2uZXJt0HcjE0bMx1uoxHbhfrCqlMazu26Ocjz3uuP47Ml1ALWiNNIGHH0OB72yp5RuANtSSu89Y18fbTByEIaFcTpPtFeTqF+JbSl/LeKeU1oPqWuUvjssVfFwTimAytizRMU71+VudnW/1lMqSun+KOeUKtbNKrqO99KEzYkUpu9a+24vetBROAs1cUqpVgmg3BpN18qHGDsrahjeU7GjRrgJqgcdqSSLbt/1mwRuLWWKmlLavCgli3A4dgborlIqRSkzdCNbt+9eeTQoSiONSdiNxzd5ZzgS1Vl3rSzJCg1gj9ULB9iLpFI2OXQn1xhP9JTGse/SuBnAFgqADYipJj7zvUlhMi5f+q61uCGY5cdF55RS9xJsT2m8m+mtYYGnXFEOQq/OKY1z3Fm3QdmvOi6MV837ru+Ou+funlMbAICnXLG6x79cnNAizLnJR8dzOyNh7GNzd3eYWk9pE8INqbqNutpTGs8eSjMvB7WeUkQosi8l6HNDbStcG/R0vaPeVYChpzSw1pIdNHbQUajGKupbVQnKK0SD12SMs+9mfg2APjfha4inlGZJH8CmLUqn2nebF6WpDuy7VLznQyAdNC5K6fdC9t1yxFU3i1Kx7zJDF7Be3b67RvbdUTRL226cvLDD9+ABxrRjAWuLel9SjGLROLVyxSmleW3jIpZSmk+xthpjQMJVzEJkGm0oi4WzI/fThL2nNO9YUeqDjpJ4lnGrWGtceaTnf9avzCmltZutU7jNr15aKqWjXEOpsqeL+y2657QtSkOlLDbbo/KY5hyxRb+rtIVzN9V07EqppuR0932D9Xbr502Dojdpns8CwH42C5dFMamUNn/8SwnvAlA0p5RnndwrpXEs49Pw6l+SQWmeoKOKfZdmoapwTESDX6ArcvM09WsAgSWViBF05Ir2dOUyu8Y0+27Dm63Svmt//4kpqum7Wb9xUerV8drvqqtBZ42LUqVUqpT6uFLqf7jvr1RKvU8pdY/7ekXzp3l4oRvlXu1KcoWzfD3jxNFW7DiPtVSUhkppJ27cXfpuTPtu4XpKV/s2fTev2Xftus0JlRXqg6L0XSDu+IJpjJ2aBfDZx3Ntxy31UsU/EiZM3+3AJiW994nzOMZ4hygtdq0/I+gowhpAmaxKqsS40BgW2s8oTVroKf38mQ33XPjWCIOOOJVS+lWVG4psS5X2XW1Yb6zo3B3DSlnf8KqMgalc2+PYxsdB208YdDTIErZ+xa5SSd9tIejIjoSxP4u91lgHybiuYNQAYCIGHYX2Xbee0wHdv2hSlFrHXiXoCFOU0hhBR66Yy9autg+Z9KMHHZVKqbPval2e0yaU0sV+b14dV9We0q7OKo2hlP4rAHcF378GwK3GmGcBuNV9f8lS9pRWf9W9NME7f/CF+PXvuTlKz8tetKaUop3d9rbQDHZXbeyNzErmitKCrHP2GIlVLIbKni9KXfouEHd8wTTGufYFCddNrldKszaU0tKe1Ylj24+EIaW0+Wsim/iRQXkjXQ2CibMBR2FhgD2XjpxSSsebaiV9t/DPhYvt0L7bRk9pi3NK7Z/ZlrEul8qGYgObXuHaONxjXb7aw/EVN9YiVEoj2cZHRWlF79eDjiJukF4KlP3SvA6KslVLsQkNvkBB4kN1uJTSSvouTBylNLePR0ppGHQU3b7r1kqvfjbwv/93qLUroveU0vvRI/uuyas9pVlz+y5tRNDvihD77hSUUjcA+GYAvx78+FsBvM39+W0AXt5kjcMOXVyydHJH5uanXekVU4DXSnkwSmkrS7LiwzLc91FGwmiaU0ojYarHSKx+uLCnk5JJKX0XcMVv41V2WV+XScxcu3q5mxNIhQkntHnQT5NOFKX0CkInQFOoB3K1Pz2uIFbqM4WFAfb9GOd2JAz133HOIyRImec8FtpSSus9pZyFdtibzZnA6/MAImwojt3MUPr9pInCs649BqCqlMbasKJZqIMsnegplaCj/UGXBXJVsI+ESZU/N8W2qHtlDgCdwQ1T0FEZpuQ+O95i21wpzVXNvlsvRSL0FhVjm46eZSvAs78BiUqnnANi9ZTar4nW5bUtH7qRMFTMz/8ejYsx7jt/n30d9H7U7builE7lPwP4caCiiV9rjHkMANzXaxqucaihgqOfzv5Vt5GEeupiWZRy3awZY2AM0EtIHevGh6ZyYxNjJIwr3Fd6aSV9txcWpY1XqfZBlUppsLPPbHEcFS0ppS6hsq2go17Kr8K1gVdKFVxabQSldGgvoEf66dS/jzZVQBv/WD2nko9y7c+zsV7PbtAmCOexsDUqsOrG3uSMC9FDpwnv5xWovvfco2fCntJGAo8LVKNiI0sUnnXNUf9nIlEqSqFNx9YgS7DSqwUdObpyfeWGHAZk5ebqZR57x1McdX4aYQ8jHQm6haAja3vdf3E1+eBk33VKqWJUSke2vSLLVv0aE/dvTdN3qd/TWamVKcr762K4sFL6ho+9AS9/98vx0PpD1XArSE/pTJRSLwNw2hjz0QX/+1cppe5QSt1x5syZRZ/G0jPLvhuiYnj192B9p5yzxnUsT4RldMBdQL1rMW5siMLZyvycUm8LpTmlccZzhHa/oUvi1bpq3+XcbBvn2sXj851AxxQG0mLQUT+btuN6+KCXQE6AGC+J7Ltr/Qy/9X1fjR99ybMqfx9vJEyp+PdSZYvSYBOkjZEwdLxxqoqjXGOtX85i5YKO5zZC6sKigF8pjddTapVSe3ylqcIzXVEazjCNZQ+l83U/S9BPyw2ecCSMMB86UEqVe384zt9eKU1CNZtHKc2MQUW3jLhONejIjYQxOlLQkbPvus/RTPtuhKCjfLwFAEh7riidSPi1P21yNfIFoytOVVGUfav5yCml+y9K7zpnOyIfWn+ofM/VpWHfbTIS5kUAvkUp9Y8ArAA4rpT6HQCnlFJPNsY8ppR6MoDT0/5jY8ybAbwZAG6++ebDf4c3g93suwRNi+G8zw132QtjkESLHCnxFrC0Qz2lhm7a41mSbfousNJLMRzrMtSCikUGpZSOw4mgowjrzIJGGihG1arQurTvsgcdkeuBb7e9TXz6Lo2EifCStkgpHaS48Yar8PeefaL5g05Bm/I4DntKafOPcx4h0YZ9VxuDFaeUchZwpVLKf+4Oi3hu9TdWT+m4MO7YchuIqixK73980/+7RMWxbJKzZZClfhYvfe9fTxfsGi3g55QmpUvIGERrWSD85nIaZyNk6hqkzBnjbxIM4MfDxCBM+CX7riWCeFJTSv2cUiRVFTOC+luMnH3XFaWJSqYopYiilGZOKU1MDmNcWdVAKb18cDkA4PzOeeRHS+UaEPvuTIwxrzXG3GCMeRqA7wLwZ8aYfwbgPQBe6f7ZKwG8u/GzPMTk89h3IxY8s2ijj6d+Y9OB+3YYYyo3NjF2Pil9d6VX3kwD5e8tlmpFx95KL/ED3ytBR4pZ5SlKpZQthr8Ig454D7hSKU064QIo03fjzcYNldJpxJpTSvN2AddTWphK0BF3snShjT+mOTcoCm38a2qjp7SX8l+LKkFHrEWp7SmNkVabFxq9VE3tKaUUZvp5jIKerglWKa2PhKFWEmEe6BjjTMUFyutDFs4pjXx8l8pcYN8FeOy7KrDvxlZK1WTQUfWaEMG+S0pptjZjjcXW0UZj7H4v/v2golQH9l1SSl0BvkhR+sTwCWzl9nWsOhsy9d92VSnlmFP6egAvVUrdA+Cl7vtLFt9nME9PKeNlJixEue6hJsIyOlCVGlMNgonxirQrDEkB2Ry6i0AwQDTGOnSRPNLP/E2OTau1f8+ulAYjOrgOhcKpsb1UsQcdFWFR2oFjm04Jyvl3Y7wkGgkTpu+GxPochfN2e2mCcV6173IrpaEqz138Uh/huI303RbyACr2XcZ1jCmTpen7RSHXB7mAsiTBdZetAAC+8+an+H8XK/WZNhEHWVJTSkuPUxfOQW3gR7Uo5TdkOfZCwhR9xaWUevuuRuLOojrC+JSpayQZVB7YdyMqpbmizR17nVBQ1XEtKmmulLqitNdbK9eIkL77c3/9c/iK3/kKGGPKET2kKOvAvjuhlM6vZh/pHwEAnN46je18G0BZlMacBLGMNLHveowxtwG4zf35LICXxHjcLkA3Er1d7Lsxk11nUVFK2YKO7NdOjYQxxt7YxBwJo61lmwJM1l1RSsdIrB5M6kE7Msi8HWx7VGCtR7PBmEfCFPZGjrOnNNcGaZKgn6W4uD3e+z9ogJ85nCasqlVb0CZYomLsS1s2p8wpnbp2w8XIbQAAvcz2lA5rQUecp59wA4S7gBu0YN+ll5C14HIJa2tOpdTPKY1wPRoXGr0kgaYNPdefeM/PflMl6ChN4rymkbfvVpXSQZa0EozYJWhzNkkQxco9e52yVYseni/oyFQbsGIWpWQRVimSykiYCH1mNKdUVXtKE5VU7xFi9JTm1FN6pFxj4iq3/yvfO+5+BwDg4uhimYzrfk+Jzu3r0BrQea2ndP51SIk9vXV6QimNGbq5jHAopULAOC9vZGcRU4WbRXhDw3UTVSql3Unf1aa8aQdiBR1R+q79PW3sULBAbPuufZC1fuqDM7bHBVYoGTWSOjaLsbfv8vWU5q6ntO/CbjjpslKqIlWlW0Oy785SSuOEuhWmLEqzZNqc0vaUUs5isdDAwF07OO3p4SxHgN9WS3AqpVpT4qr9vslSdC4L03cBe10vj+l4qc/DwL6buXUTZd00XVdKYlOfUxr+LCa5Dteprh1vDRpBokvFHIg7EkaXI0iUdkVp2ITbyHJAQUfuc6R2K0qb9cnmY6swUtBRgmTyM7OAUnq8fxyALRi9quyKyEQXtlh0xfeiQUcjV+ROU0rFvis0YjxH+i4i9VntRnjx57rhmAw6YlmmVfxue8Q+Hkr0JfvuhldK6YY6Tn8f7dweHWRe2bFKKc274k1xJHXBKrI8a1BPaRtBR2Ndfpa7EHQEU45ViTYSZlSgnyUzz3exNnfCebuUvFydU8qrlIYbILwOF+3tmwWrfdd+zRjtjUQRvHfsfbIKgZVy8bVy5/qg3084mzSE7LtNr+WlfTd1XxP/Z8C5aRqtcOlQpuIqH3TEcXwXPrCQ376b6hwJqbFA4wIuhNS/XtKr9pTGsO/6OaUuxTopj+mKfTdJm9t3XTGXOSusHYHXPH33ipUrANiCcSe3oxZX3e9J6dyu4WzK1r5Lxfz8r2fofk+Xon1XilJm8jnsuzOub1GpKqU8a0zc2HSgKtXuXBzT9qP19KI0i62UUk/pIPPD2LfHBVadisWtJo0Lg16mWAuEQhv0Ugo6YlZKg9mBXbgeWBdAGXoV4yVtjfKZM0ppHaD5WjYNNbTvmtpImHaU0n6aMCulxhcjrEqptzjyt15oEwYq8VqSw6CjRkqpNl6xBKqzSUPSCGsBVaWUvvaDGaWcieZdg35PYTYEp32XUyn19t1AKTUAS09pqlIgHyIB2XfjKaXevrubUrpAovAbPvYG/MCf/IBdyhWGmQs6mkj4BRZSSi8bXAYAOLV1qiwY87IoNcb4QKeFlVKnUIdrrAW9sUB37btRekqF2Yzmsu/yX6DbSN+lk0rawm57W9Csu5h9PNrA2XddT+kOFaWl9TCmfffIIC2V0nHh141V/M5eXyMbZKzFb64N1pKknZEwgVLahRtC6pcG4s3G3RwWu/aTlum7zdYZ5toXa700wfpObu27QU8p74aL26Do8R4L2sCrv5yqos8DcOc67jE3vTTBzljz9snCIFFxgoHyQqOXKH9tS2cUpfTjpmPXhkFPKX0Nnz5nonnX8EFHgX2Xw/lYXh8UxgWPmpXrHKlKoUwOiik0sW4YgjUA1+9ZjG1RWnn8Jkqps++6b0kpnej3VOlCr+nXP/nr/s+5WyvrlyNhYlheL+uXRem1a9cCKJVSOzSqrpQubt/dzrdxestO1fT2XSX2XaEB4Y3sLNoOOuKS/UulNGFdp00MypEZQMyRMMCKu+Eo03dJKY1j3/VBR/0M48Kg0Mbad/ulfZdzt23kZvslSZyCZxqFNranNEswamskTEeKUntsx1dKZ/WT0jp27eb2RlKOaEOi2lMaJwV1FiOvmqes6+Rae1WR175LSqktTLmLUto84C7ow9aLJu8T9ZTSOZoU0TqxlGYfdNSbrZR24BSEQhu8/n99Fqcv7rCt4YOOgv5ijvYL2jSq9K5G/sjmJnfF4oh9JEyapK6IVBFHwlDQkXO5JD3/V5Uiq2Gi8LAY+qI0TUvba4yRMHTtOr11Gts75wEAq5tPlI9WUUoXK0rJvgsAD1540K4h9l0hBlQYZLul77aQptdG+u5EWEYHPjNWTWIYCTPNvkvHSCylNLDvAvZGZ3tc+NRfxbzbnhca/Uzx9pS6/jTqK+SkEnTUgU1K6rkjYhxzm6MCa4PdlNI4a4X9o76ntGbf5bxoU9Gwwq2UajumpZcq39PMso4Jb9x5C3pruac+Wb51tOuZjjFjeux7Sp3tcMb1PFYx4pXSlHpKU3+8A8HN7yHnoXNbeNNf3Ifb7j7DtoYOlVJGe3o5pzSBO0yi32uRUooiZ7PveouwyoAisO9GGQlTU0pVoJRGDDo6vXXaF3aDgZ0nPHWzfwGVOUzG3T77OQDA2uOftQ9n3OfSK6WL2XdpDQA4uXUSvaRXznTtuH1XilJm5gk6Kg8yPtrpKaWTMr8duS20sepBjL6k8jFtUUq9nRt1+y7iHAu5HwlDo2fGKLQJekr5w2CyhDl9t9ClUsoddBSMhOnCDSFMaTdUkWbWbg3n7CmNYN8tlVLXU5pr9NPSBcBZWNF5faWXsrddpIk9N+SMFVw9iZm30La95kDZh8eBDQyNo5RaxTrx17ZZ9l26zDf9/fmgo15p360GHfHOmG4Lev85Z/AWwX0JZ/puEYyESZjUrEIXXsGkoCMDLNR/OQtvEVbK2XedwthwJMzv3/37eM8Tn7JruI9PaN+NGXR0avMUtl1RutY/Vq4RIegoDCHaGm0gMQZ99xDevuvTdxdXSo/1jvnXQiopvQ6gu/Zd6SllpryRnUcpZby5aSF91/cluQt2FxJK6cYmRl8S4XtKs+qc0szPKVVReq3GfiSM/Zhf2LK7b6uVnlK+92js7LuxCp5pFC6ApNfSSJhE2ZubLhzb5AIA3B54pPTdy9f6u/yLOLu8w1zj6qCndHxAI2EGGW/QEc3hzRLllRgO6DxAwUCch7c2NqEUiG9vDLF5APCqVZNzXV7YNgHfUzrLvqviXPvCIC3AujMqQpLqRpDgKLevYcy4oRiGeMXcXK5D19tq8Rt3jcIU1vKqx+U9iUL0OaWkYCIfQmFQs+8uttZP/9VPAwC+BUABCgwr1b8YQUeDdIBhMbQFY2Et4StuJEwspZSK0lObp7CdHMMqZTP0j5Za8nho/7ygUjrSI1y9djXWL6zj9NZpXLV6VfmU3SqVIr5DiFLKzLLMKc2LcvwD+5zStEM9pe6EEzXoSNv3ws8pHdpisZfEvaGmXWhSrs5v23XWgvRdbqW0lypWK2Xuekp7aYJcG9YbNbuWtWZ14H7Qp5MC8UZMbI9yr8RPI9bnaJQXXkXqOZW8at9VrMcCbYCs9FLmAs4ppaliHp9ivyrYzyvn764wgX33sPaUzgw6ihOkM8zdudOtc/3lq7j+8lAt6ZZSyrnh4oOOFF8qbrhOliasc0qtfXfMZ9/VhS8WUYyDEXUR7LsAoBLkrqCi4ndiDJ5KFnpNlw8uB+CstcUIK9p4ZTFWT+lY2/uoJ4ZP4MJ4Hat07K5cXoZPuYLYKqXueriPY2FUjHD16tUA7CbBNKW0EyeAKYhSygz1Ac2KkAfaaVymxMNRzpd4SA/rLUwd2Mghq61/jyI9ZpooDHpV+y7d6MQKnRn79F37MT9PSmlLQUd0I2cLBJ41aOYhFSOjQmMlmV0UNSEvtA+x6MKGizbluSfWiIlxYSq9b3UWzyOtMsw1BqQipQk2R/YzNAiUUs53aNhST2nhNkKyNOG1uqKqlHJuuhhT2nc5VWZKl47hcqERROmePaXN1wKoZ7o8j/3yP/nyqlIaYY1lgK5RI0aXSz5FKeU47mijKk3K+wWOOaVl0JErgNAsFGjaGn5+aDFEEjPoCEDh1Mxe0vMFVoKatVYtZt+l4KRTW6cw0iOsBX831b67wIUiDCE6OTyPVXrM1SuQDC8CALQbpdNkTulVK6U6SuNg7FOmY6sDN9hTEKWUGVKL6ECaRqzwj93IdZh4yLOG9gU4f7JiWxi49N2IFuuCekpnzimNU/TkE0WpDRkIR8LwBh3ZcBDekTCupzQti1Iucm18v1AnlFKU7glr5W7+mCO3ETGLcgOu4Tq5LpXSVGFnXLU7cltQvVKapexzShOlrH2XdU6p/dpGT2k16IjTkkyvp/mGYl5oZEFPaTLjeh6rdSVMlwZs0BGdtwF+l0tbUJ/0OOfdnACoWLQ/4/jdFYEAkUS8Xwjx1tpiDOUeOkb67p888Ce4+9zdAAKLsEuRLW2vcZTSc/0BtvPtivo3oWIuqJRW5nvqMVYrGznTNuH3r5SOipF/7qfyDazROWz1cv+emJyU0sC+uw878qgYYSVbwdHeUfvQ4e+q4/ZdUUqZyV3Yy260Yd/Vuhw2z10sdip9V5tKT2kc+669qSFr67ig3qc4Sumj57fxv/8/f4Wv+KIroFTZQ3phwr7Le+M+KuzcSE6rWV5UlVLO3iTqK0uYb9rbIgzfjXWTOy40+rv1z9PaEXpKqQANi+AwfbeNOaXc9l0fdJTy9pSW6bv2/M31uzPG2J7SFopSTT2lEQqEsbt+UlE6y/kUa+b4cKx3dxx0xK1BxzRnHgA9dNgTzJq+m5brxD6+vbV2wr7bbJ1X/8WrAQCfvOabkZ/6C6Rrq4AbDeOPtUgV/eneAFvjrcmiNLwmJAkQJNDOS5iMe0KPsRp4c6Z+Zha48JG19qH1h3Aq38KX0H+/ejmSJ+wfzYf/i/1Dgzmlg3SAY/1j2BhvTLXvduHzPw1RSpnZGWvfOziLWAPld6PSx8Nm361albvwoaFzcczUPrpZUsFYmKymLjVZ5v7HN/HA2S3cfXIdvSTxNzfn60FHjL2egL1I26AjTqW07CkFSjsY21ouuInzZrottDF+IwSIs3EwzvdSSiMsAqskkf09XK8XKKVtBR2xqorGBh31Et6RR/QSypEwXEWp/drGBqntmY6TuEqbyz6Mbo+e0qZO67A/evo63WgpI2cLZ/pufdyR/Vn8dXIfdJSwBh1lSQbocTmnVKHR+JQKf/1fkW+cRArlx5qU9l1asdmLOtXrTyilk/bdxZTSSjKuGWM1KHEmEn7tQlgkfZf6PYfQpX03yfxVVD/8N/Zn6WJBR8NiiH7ax/H+cQCYKOABGQkjLMjOuKjYbqbhd3IZD7KiKItSvqAj+7VLSqm178afU0q/Izo2ekltR6/B49OO7eYwR5Yqb3M8v22tLath0FGDdXZDa+OScRWrlbJM33X2XUaltHBWYW5raFvQTTsQb4NiXBj0drmZDtdeFGNMdU5pNqmUKvaRMK4o7aWsYT2klKYJ70aIv3FPeH939LtqSymtbCg2ODVQkrjvKeUeCTOHUtoFtwYVcpz2XR90FNh3uUbCKMW7zliPnX13VIbqxOwp7R/FSCn0izFQ2PuFiaCjhmudzlJs59sTfZIx0nfJvntu5xy2dVEpShUV1yEL9K2MdBlCBKAMOhpvl/3r9JeLKqV6hH7Sx/HBlKKU7LvSUyoswk6u9yxK4U9gfM+jMMbfsHFtStaV0u6MzYg7p7TQ5W4XqZZhmqNquBD16WwMC9dv6dJ3a0pp7MCeP//sadx292kA5c43v1JazikFmHtKnVU4Tbph36VjG4gTQGSMmaOn1P3bBuvk2lpAS/tu+exD+y6nCyAMOjKGb61CG6RKIUsTVhcAHc9K8aZl63pRyqmUorqh2CzoSFfsu+mMlhw6ry9abI9yjf/0p3fj3NaoEnRUJ+laT2kbQUeVDYr4v7yxc+3YteK5xT5++uPYGG0ACO27ebT03SIo/sy1z8O2UlgdbZVFKZKafXf/a4QF1Kk0newprfd7LhB0VOgCuc7RT/oYFkOcR45VVX6GEpVMee77U0ppjUpRSu/xeMvPjvUsMKeU1hikAz+rdKp9V5RSYRG2R3srpb5jkd1KyWuZohMwXbC7YN+tWhzj/O6MMX5HvQxrCW0mzW/aATtqppcmfg3qKfVKKeJuhPx//vxe/Nfb7gNQ2mh7zMFAPn3XHducSinZkbmtoW1hUN5Ex1B/6bjbvae0+c2at85O+ez0K/bdhZfYEzq+6dzOsZbW5fm0lyoUrBZH+9Xbd7k2Lt3j0vtUMBfaSsXbCAl7BWftu6QNNy//xycexRv/7F585P5zu9p3uZ0AbUHTCTiLUu2uEYrZvkvXIgDR1tnJd/A9/+t78CN/9iMAgmTcYoTEuDUWtLoSpC4CwIbJsZ0kWB3v+KI0UcrZXhcPOhoV5RqnUzVp360n46pk35Zkeh1UMJ42OdZUGA6mJu27++wppTXCZNzVwWXAk24Evv61U5TS/dt3aY1e2vNK6VpWqspd7ymVoCNmhnmxd09pa0FHvLvTdALOWgpUagPaIIzVCweU6buATe8EqiMGmlqzyBK1M9a4bLVMpiWldK2X+XVivkPDXE8EDpFSyj2n1K/LuuOu/c1NF24IjQnSdyOo2fS7300pRYRzHamU04KOBi0FHVFhTJ9fbYztw4pI7otS66TgDDqizycFA3H97kr7Lr+bpt5Tuug5yBhTjubxQUfTj3H68aKvK3TM7DVaqQs3pXSd4HS4FMb4zYJY9upp5IXxs8ZjjQaiHsk7Tt0BwPWUKtdTmtrxJ0Y1s+9WCkYzwrZSOGI0kJNS2jzoKByjcipR2Mq3cF12nf+ZzWkIitBk/0opvY6rV6/Go5uPYlMZrAYlzlT77j6VUlpjrbeGtWwNW/kW1vrHgB/4ADDaLItSethKT+ne63zg4Q/gQ498CAAwSAdlT2lvdeLfdtW+K0UpMzvjwt+4zMLvPzFeY/KgKOW2ZtGFuwtzSmPd2IRoXRalpFqGNzkLtDlUCOcZZkmplD5BI2H65SzHmBfnUa69qkz23YzSd5l2po0hJakd+65P3+1AVWqPbfvnGP3F1Be2q303WHtRSqXUfnb6oVJKN/ItjIRJFO8GXNnnqdiDjkKlVCnFuHHprhGUb9BmT+mCS4WuD3q/w+IxpGmo0pF+eUu2e9BRO33t955exzOvOcb2+HSt4h13ZPxmQax05GnkWiOtBWE1Pb7DghGwPaX9pG+TaX1Rulj/5bQ1TpkxthKFqwsd9JQmjUfChGucVXpq0FGB4DWoZKFUXAC4ajVQMd3cUqBUGCvsVyl1awzSAY4PjmMr38JqOrB/mQ689dQ/Iv0dMFeR/UO3/pD/M6XvAjOUUrHvCoswV/puxIJnGtrb6ihcgmUZX4Ryxq63zeQA9hiPWd680LFRVUqb3bSH/Uy9VPnepAtbY2d1dUUpEFWeHxU66BEqrZxcykvuC98gfZc16CicU3r4j+0i2ByJMRuXNgR2Czoq5zUvvtYwtzcvpCRdvlbeeFyx1gcQZwzIboxdOmqstNVphHMPs7SdoCMKauE6vOla1EpPqd9QdGsvuFboAKDNw72K0oVV2eDPuwcd8V9f/8cnHsU/+E8fwPs/c4ptDbpO8I6EKZXSmNkQdXKnpofrNP3IhgojgLKY2zyDxBUquqlSGth3T0FjWyVY00XVvmt0I6WU1kgMcBFm6pzSqn1X7bvQpt/VidUT/merSVyllNboJT1fMPrXkZbpuwYKSDJKjrN/v8/3qJf0pqbvJhD7rtCA7XHh1bBZlOm7PJDtq5fxFouTI2FYlmkVg1I9ACLNKQ16Sr19t3KT0zB9N9h1Dmd4rg9zHB1k1T7CiEddmIiaBzdy9mIQ/2AIb9rbCDoaazueI0m6Yd/dGhd+Zi1iKKX0ns+4YXfLAGj2OfL2Xfee/4MvuRZ//KNfi16a4FnX2GHj4U3hLi2ujZ6DTWOFW4dj04UstbaXcWvEX5RSEced0E59x22k7zYNEvSjPtIk6CmdflCV8ykXWyvsid896Ihv9jNxxwNPAAAePLfFtkZbQUekXNLbxnHc2bFB1XWafo7CghFwRWk6AD73HiTP+gZg469c+m6DTb6g8D2NHNuJwmqRV4KOqkXp4qNarjYK60qjGNfSd1Hr91wg6KjeUwoAq0m/fMh64Wt/uNAaFWttWFy/5HXAnW+0r4RUUqUWGnEzSAfoOTU8XKM8n3XAijgFKUqZmc++y9d8bx+3ujvNZZmi82LKPHqmTSYGsEe4FQgVKj+nNLTvNuzBzCtKaVLZcQ9Dt5SKq/CMCj0xDD3zPaXx1iHKnrtS/eUeCdNLVEWFU/u8qC0TW8Mca84uGEM1n6enNEb/fDkj1KVIJwrPu+6yyr8Jbwpj93oC9rUOAqWUQ/HTwfHdS5OKLT829PTLOaU86xR1pZS1TzZO60WZJK6CntJZSqn9uui1b1SU6tBu9t0ma8zLxjAHABwb8N0m0jl8xBx4VU/F5dpEok0JFUkpDW2vo2KErfEWVrcvADvnob7kZcDf/JW178bqKVXapu8aDYw2AYS218VdLuPC5llcpQ1OJwbQo8lE2fBhFwk6mmLfXUvLojTxNuQacx4Lf3Pyb/C3Z/4WQL0oDay1A6ueGsCGHBERi1Kx7wqN2Blr3/s0E2arWV67EeAufn1PaQc+M8YACJTSOPbdcufWF6Whfbfh41d6St2NFBUDa4FqPxHD3pBRPsu+y3OTWxTl8VYGHfEddGM3EoYzwZGTH3jb3+C9n3rMf785KpXSGKFX43nsuz59d/F1yL67VzopwHfjPnJKqS94OOy7wfk0TRRv310QdMRpDfUbpFlLc0rR3LLpldIkmUhXreM3KRqMhCF2s+8mCXiTEQFs7Nii9OgKX1FKzpY8slL60Lkt/KM3fBBn1ofVVFzGe5MimHAQq30gVDHPbJ+xSumFh4H+Uagv/vsAKFQnYlGaJHb2phtDo1RdKd3/a/LW2uB9DvskJ1TMhkFHxGrQ0zm9RWV+++73/cn34Q0fewMAm4x7rHcEALDWP1I+bSoYFar9pHMWpb2gB7aX9nDD0RugoPDkI08u1wDdx3dTKZWilJnhuPBzIWfBLbbQBbLP3MdDNxzewnTIldIwkRJw71OMoCNTPqbvKQ3nlDZUFsOb1yxJoJTyNzirNaU05ls0yqcopUmCJOHZcPFKaRoGHS0e+LAXhR8JU35/WDDG4P13ncbfOEseAGyNchxxKkiM2ZSjvNyImIWKcLM29Erp7kEwdp2Fl9mVcaErxwKnPT1JFHopb/ouPTSNzWCfU9pC7kD8ntJ5lNJmx11YlO666cLUEhGyObJF6W6fs6bkTD2ln3rkAj7z2EXcc2rduZ3iFovToDnWdp04x3clhGjzFLbzbaydvR941jcgccWQhtq3qhhSse8q+3xXjQaGVJRSwbi4UloWpbn/WX1OadW+u39lkdY40jviH3s1WSkfcpZ9d4H3aJAOcDx1a/SOTvy9hpqilO79HoWW5kE6wDMufwb+/J/8OZ539fOCp9zM+bHsSFHKzPZ4jpEw7ivXMVZaprh7SlFZ57B/aMJESiDeXM8weKFUSsM5pc0UzHrQEVBuSIT9zbFHm9igo+pNRi/j6yn1QUehUprzHXNkz+JW4TigY2JrVN4UbA0DpRTNj+257Lvua5Ol6j2l0+AsFgF7rPezxCsvHBtw9J6lSiFLkuhqUkiolHLOKZ207/KsA5AjpbmVshJ0RHNwZxWlDUfCDOcsSpvOsp6HdaeUcm6+0TEd275L1uONYc4yP3Qaudb+uG7aW0yERekjG4+gMAVWR5vAc7+lnG/fMOiIrLVXrlyJU+6QWwuUUm97baCUevvueOx/VrekVu4XVbLv3qIwGbcMISrVygTT7LvzK6Uhtii1j73aL9OpS2stFlJKj2Sl6tp31uPQjmyfsbu/FvuusF9y12O3sqdSynuQ1W8E+HpKSSnlj/vn4vT6Dn7jQ/fDGFMmUrq/UxGCgbz66u2705XSJr+6cW0kDFCOzwiV0iRGI6Gj0HaWX6mUlopI0vD1TOPkhR389ocfBGB/d1R8846E0d5KCRyuIC96PzaH5W7t5ij3IyhiHNv7mlPaYKnRPpRSrlPQKDcV+y6nUpomVqFrZ06ptfpzuVzoYUv7Lu+YG6VUY3WMfu9ZWn7291JKF1dly/9utw22NmYlb7rCjnPzbUzXi8hZAGFRmocp44wul1AppXViKqX3X7gfALCqMuCZLy03Wxr2lPoQotWrcc4971VjgOFFAG4kjDHlvM0GSunV41KVrdt3K9effQYd3X3ubjxw8QEA1vY6NbW2XvjahRe6GPXSHo4ra7VdG8woSrN6Ubr3OuHz7Qf9sCG0RlftuxJ0xMgODVjfQyktd/V5nocvSjPunlL79TD3lH7nmz6MB89u4WU3PrkcLxEk6jW9PntLHs0pndpT2sw+V4T2Xfe4L3zGVfjgPWfw1U+/slwnYrFIhQLdZFaUUoakyPf87SP4tdvuA+BGwiTUU9rGSBj7/WFSSmmjYkIpHZRKadOXM5pLKW2+ATesBR1NXYf5PWpzJEzqRsLwznK0X8uRMO1skPIGHblxXo0LxbIVga5te84pjdBTSkXhNJqG4c0Drc+pZpNSGjvEi/phN4Y5tDtvA81H9uyGHQkTd52hLou4By/aTdjVK74IGFDKeNJ4JAytcWL1BD6nPmfX0KF9N6nadxdYyyfjBu01E/bd+kiYfViSv+OPvsP/eZAMcNxZatfS0r4LNa2QW1ApTQa42tl3jwc9rD60VCkg3X/QUWhhHiSDqf+m6/ZdKUoZ2RnbD9WePaURwj92g3a9+8w3AuFYgfD7w4IxBg+etfH3o1xXZvcBdOJstgb996lXSifTd5uO5xgHT5Ju/t74T58/8e9izKYk6GaKbpzzorz5jNGvWGdrVF6waEwLwHuTOy607ZE9hMc3KRGklBpjKkppw6kCdg0Kt8r27iltcoAPx9U5pdPXcedUphvqUa79DF6ASSkNevSzNGHuKS3P3azpu/5aRLZnnnWAcpxXqZQu9jjluUzNPRJm0d9f2BO/sVtRCn6nxjoVpZxKqW/34LHvru/kKAx8u0zT92c37KZl3DmlZHsFgJNbJwEAq4Mr/M+sJTWOfTe0ia6auPZdUnxPhEVpr6ZiVpTSxdXfQTrAcRdCtBr0aE617y6olPbTPv7+Zc/Bbz52Ck/5uqcGD+euO4NjNaV0vvcoVMZnKaVi3xUWZtvdOO+VvluOSWDanQ4uqoDMKZ3FJx6+4P88zLV//mXvRrP3aFxonLq4Yx/KPSQdG716+m6D311Rse/OLhBi9iUN3cWmjPgv+z3tTW7cg2F7XF7cQkstZ6FISqliVMe4oPeFlNJhrqENAqV09nEyL1T4cveU0rG1u32X1mFWShmPu3AkjLXvMo6EcV+VAuucUtqcyphbSR67sO1GbzUvECo9pXvYd5vaQ0OldLeilOOcWofW52zDod9t7FFe68OqUlqfUxrrd/fo+W1/TI8LHfSuxlmHbK+XDS7Dqc1TAIC11bIohQJMw9luoX2XsPbddbuESt1rXPzs7ce1zFBKJ6y1C6TvEr20h+OuN7MyrmWafXfB614/7aOX7+CrdobAlPRdPTi2kFIabkJcqvZdKUoZodEFe/WUEtxKaTkShuuGw35NmYtfLj507+P+z6Nc+xtausAkizk9PO/86MP4+l+6DUC5c0sqerjz3tTuWp9TOpOIiohXSnVVMe1nSfR5qAAwHJcPmCbK/z5ZrWaaRsLY7w/T8U3vDynM9LXsKW2uZs83p7R58Uvv/e5BMMw9pUV1JAxHvejTpX3QEa/VFaCeUs45pfZrjzEJ/qFzW7jl9X+GC9tjKKUaW7lJxctS5Wdwp8n0Y4/OQ4t+lsLi7PlPvXzmv7MJyQstMTf0+LxBR2VBFxNv393JK8GCMUPq7j29gVte/2f4jQ/dD6A6EibWCDlfMK5cjce37f3J6kpVKW1q3502SmVNh0Vps5Ewj28/jo2xVV2PaoMVZa85YVEK1IoslQB6sUThQTrAMUrfDQpGoGqPtessppQO0gEwtq46BGqsVzGPXwccORGsM19RSjZn4NJVSsW+y8iOu3lalpEw3H089NmmXeTDNhKG0gYBe9M5mb7bbHeaZqaFj+mDjoIbeWvNWnydfEpP6TRi2mrLorR6k5G5tNrYJ9CdmlJK94ichWJemNZU2djQ+0HFKPWLUfpuDNV8np5SolHQkVdKZ59X2dN33ZzSlPG4C0fCpAn3TE/7leyu/D2lfHb7s5uj0uUSKKWLBx2VxzWNspl1iDedgzkqNK45NsDv/4sX4ilXrs38d5yzZIHq74rVvqur141Y1IOOYo9qAYDHN2zB+N5PncQP/N1nYKwN1oLNijRRjVVmUs6uXr0a912wGQqrgc3W2l4RpSg9sVoWUatGA9vn7RpJ6q7fiymlL/79F/s/D4zB8WwVO+P1SaW0QdBRSD/t4zKnkK4F41pmK6WL2XdBqmZazhb19t1/+AvAZV8ULDNnURrYdwfp9J5SH6Z0iO4/9oMopYzQjfPeQUe8jct+TmlGBzPLMhNzSg/bZ4aUbWBGT2nDvrtwN9in77ob616glDYtEMIbvVm9T0DcviQqFIyxdq+wQOFI360UpWnie3JZd/Vdz1CsXfA2oZs+mj3olVI3pzTG2B7fU7qrUmq/Ngo6mkMp5R7bM6oHHTEWpXbTRbEWBxMjYZhbPDjzDUK1MVGlMX3RpWiTL9yQmqWU0vHQZCRMP0vwtKuP7H7uZgiPCwnbIzjtu14pjZ2+u1P2lGpjJm21EZaj88+5TVtIFFpXbN0xbPBeKV0LrLWBAqeUgomYvkusaQPsnAfSPhKy75Yn77mp39P2jMFxKhizWr9nfSTMnL+7+hr9tI9vu+7v4mfOnK0opVT4VtfBwj2l0E7ESMqiNHEllV69DKjYrOcrsufqKfXXHLHvCvtkezyffbfpRXMv2tidBoLB6Mz9QlzsBJbQUdhT6gdvN7sRCMeV0LVrxdt3A6W04U1hWPz2Ztw80TqxFMzwRnCsdS3oKH6aZ72nlH6fnGEwubvp4BzAzoW377qgIypO/ZzShhsuQJi4vPtGCNBsrWFeVAqEaZQbfYuvsxvjQqNf2aBgKEqpUHQ9pZznUx2c6xKl2K8RGUNR+rlT63jFr/8VLm6XfVlhT+mib1G4wUbOk9kjYezXRY+HkStK96Kpm2Y3PnL/ObzsjR/y3/MGHdGcUq6e0rHtLWZQSumcem7LFhLkpCFi2OBHeoREJbgiCDdaPfKkcg0o6IZBR36N/mXlGsZYpdSFEWnohUbC5Lp0nyVQyIAyhCi076op9t0503dzE6yhEmQqw5N6x/CtG5uVWaHTba/zKaXh61BQyFQWFKWl4XRmMu4cGwfaaOQmx7OveDa+8tqvtGtMwSf81q3IHUGKUkaoyFnZxWYGhAcyz/OYmFPK3VN6SEfCVJTSogj6rOzPFJr97sK5c/Q7Wu3b9yQMOmo6vD680dvbvrv4OiFhUVpoE/QXqqijZ4idWk8pzSPkvHEvClNL32VbKjphANUo17449UppBPvufD2l9mujzZ1c7xpyBPDbd8e5QT9NfK8ax7Hgg46U7ZluZ04pkCTtjA2LbUH96INP4C/vPYsHzm76n8XoKQ032GjzMJlRlPprX4Ogo92cBkQyv5C0b371z+7B5x8vf4e8QUdOKY3dUzocu69OKfW5EPE+rzSa6vyWXSsPRs/YtZpvHIyKkU2TdXM3AWD1WFmUJiqBUdjX+JSZa/RKVXFVa2D7CaB3JLC90sl7/veKVFgA6CcZFIBj2RH0kz7SJJyZXrPvJvOrv5VwoKRv76dJcQwScKcWjHPuxtZttUqp3YvSiZTfvV8PrfFNT/8mvPUfvnVm/gLZdzvaUipFKSd+JEx/919z6dRnsu+2FHTk7buHcGQGUF5kALLv2j/T+xPTvksnHOqLCy9mWdJMqZg36CiGZZOoKKVFUJQ6i2PsY6HeUwrYG0LOXX266aD70cPUMx0ee9ujYkIpBZoHp4zmSN+lT1OTm7XhHGpSK0FHWXAsMCxEn2Oy7wJ8BUJ9JAx3K4lScInC8dbZDMaAEEqVhWnTntIsVXum7zY97sgWvhcxz911vvjE0cr33O4TwP6+Yn6GaPSVDzoipZTu5yP87objaiFYaFMZ7RbjujcshuglPRwflEXp2rHr/Z8V1MIjYdZH6/iyt30Z3nH3O+waLrAnhUIPAMabQG/VzkKFXsjmUgnuccrf8f6xyjgYwAU2LRh0NNXySj8LLLA+tbaiMM6nlI71lFRcX5QGxTXZd+vvxxx2ZPpd9ZPptl3/UHSO6ahSKkFHjOz4eXpzjoRhU0pdD5YvSnnWCWdwtjHcOzbDcYHVXortceFGwpT2OcDZXSPZaqlwnzanNGl4s5YH6+w2EibGbEpiWNSVUrcRkiTu9xZnHWInryqlACnMvDdQpMoCh8ueHvZsbY5yPxpmLUjfbbr1ur+e0sWxSul851Su92jsgo7aGAmThOnSxiCJML5nci37lXtOaZg7EPvzSn3SYVFKRWKT1xSey+qBOXV8Tym3UhrB2TALOjcQbaTvAjRSZb5JBXvh03dnBB3F2FAMLcd5od0c65rjqelGX00pVcZg5ci1/u+VUi59d/8LUZrvdr6No6tHMVAZBlqjn/bLM0xvLZhnXson+3n+xMApii+74evwjOu+qvLvJu6t9hF0NJFYe/Y+4DPvtj/Ipth3Gyqlk0XppFI6WZTuvXFAa8zqJfUPhRlrdAQpShnZmben1Ev+PPgY/qydnlJKPDxE9+wArAJzbCXD9rioKqU+Tj7OfEUg7Cl16bvBxSxLmu2whgVttssNjrW7LrxMhVApzbUOVDOeNM+dUbmL2vNjGvh64QD7e+0FBcJh2nMZB7+XrVHulYQj1FOK5q8nDyzbs/B/02CtYV5gsEd4HGdLhNYGW24Di7N3tQgKuDTIA5hzwti+CM/dnMmuvtBWKvrnldR/sm7adezXJq0XdFxnqfLH9kyltKESN29PacxxXnUuuJ7clV6CnbFmdTyFG7XjQs89Pm83hnnhr7XrO3ZOac+dL0pbf+NlKmPJHt8YTbx3iWp+rzUqRuinfRzrHwMArBhApVXb66IjYbwNFGVwzzFtkGRlcA/6a2XBuIB6UrHWKvu8b3nS1+CWq7648u+s4hsWi/Pbd0OL8CAdAG/5JmDDznQNldLp1tr5NvhojStXrsR1R6+zP5xSlCazzKdzKL9UlM5K3fVrUPpuR/27Yt9lxI+E6e99olUx7gpnEEbaA3wKZjjrjnMAOxc74wLHVuwJZlSUSimdtprOhhsHu8KksPg5pcGNfJqoitq5X8Ld590LBJ6go7ww2MkL9FKFLE1YNih2gv5fKgxSxWffLbSBMTaQqo3xM7GpKKXDolRKXU9p0xAvwN5UKrVH4vOsnpt9MCr2VpM4e0rXnSXwyiP9Vuy71Tm8XOdu+zVJeJXSIrhGxP68Up90xb6LUiFbdKWwV5p6StMZ59WmSty89l3OsT0Xtsf4qqddgY//5DcA4J39XC1K47weUkmvPtrHMNcY5rqimANxfnfhJvNjF7axMcxxdBAUKElzG/xI26KUlNJVVT02mth3J9Q/o3Fca6wGabIV++4CSmmlp5SeezZZdCVqin13zj7ZSuGb9oGdi+VfBmt5++7E72oOpdSpsa+++dV4yze+xf6QitIpI2Gm23fnU0p7weNNY2aYUkeQopQRr5TOmabHZpmqDyxnU0rtVxrAfph67gBSSu0JYZRrf6oq55Q2DTqqjioAShU9TMmN2VOa7ZK+GzMsY1yz7+6MCx/w1fT3No2wp3R7bC8OCWNCadhXxjkGhIs8kMQ3A6WUNkViqGOjwqAXJNJOY4G2pAmGY72nUupvPhdfZoLzLmXz7Ka90brqaL8V+26qyqRhrnNqdSQM58al/Zq6PtmYn1dSSqv2Xfu1yfHt7btBT2k64xhv3FM6p32XcQ8bF7ZzHF/ptTP7OfhFNdmIDaEZpU+6bAWALbI55pSGPaWPnt/B1qjA0ZWgKG2wuXN2+yy+7d3fhvvO31ex766iKnDYkTBoXJQO0gGgc1uUhvbR3pHSvusDdvZh3w2ttVRuZCsT/27Cvks27nmsteEaSR+46pnlX05L313AvkuF72q2Gth33fuvyvdkZjLuPEXpvD2lHbfvSlHKyI4bXbCbhZKIOZ6jTt5aT2l5Y5My9BFyMxzrUikN5pSGNzZNXlKlp9QdEiu9FGv9FJetlrtjadqsp7QICpDd0nf5go40dsYaA1/wMPSUBtapowP7u+MMOgpnFXLPwORgFKgQW04pXe2l/mYtxk3ueA4FM0b//Pa4mL+nNNJ7dM+pdTz/p9+HTz1ywc8lvPLIoJU5pdR/CXAGHdmv1FPKtXFZ6PKcGjvoyCulwzDoKFBKF1yq3JBK/Hn6+Op0NaPpuKh57bsJ4/3Cxe0xLlvtsavzQFUdjTUWhjYlnnTchulc2B7711J+jpqvEz7f+85sAEBVKW2wEfL+B9+Pe8/fi3vP34t+0vdBR2tJtePOqphq7lCgkIliTuf42u1t3HLsaeU/6q260TY6OHnP/8urFL67FaVQ1UKOCuA5XtdEcX1l8PyzyaCjRUbCTO331Ll9npVwqxnJuHMUpVT47tVT2nX7rvSUMrI9mr9HgnPnc2J+KNtuu/3axngODnbyAscDpbR8PfS1WXFV7Sl1O+6Jwnt++EW47vIyjS5teFNYTd/dzUoZT0kaTVFKKXWaw8q9PS7wz//u0/GtN12P5zzpmFtHsVnNfFGaJlH7ktoiVCG2xgU2RwWODIId3giJq+NC73q8AeGsuMU5vT7Es645uuu/iWnTA4CHn9iGMcDnH9/042iuXOvj/La9WeE4FsKi1CulbeQBJC3Yd0kpjXhe8D2lO2FPKRUji1+PxsGG1Jdefxn+x498LZ533fGp/7bp+zRPsjTQfGzYblzcHuP4ao/9mAOq56Vo9l23KfFkp5Re3CmVUrqWx9i8DHtKH3liGwD8prZda/HP0ZpLwgVQ6SmtWGvh7LsL9pRO2Hd1gX9x/iLw5L8PpH8MFEOgv4ZEbTpVbv/23UpqLf33U4rScuyMYx8FMFmEsySzxft2+bqmKaVVm/CcQUeugO+Fv/9iXOkntQ+3uH2XXseeRSl42/AOGlFKGdnJi/mL0ogFQp08sB8BnHNKQwvYIQw6GmscGaRQqtZTGth3Y6XvhumNz7zmmE9BBZx9t0nQUXBx382+G1PBrAYdVe27TXtx62htMMo11voZvvT6y/zP04QxbdX3ZatDOfIoPPa2hjm2hnnlmAPizCndfRxMqJQuvtrJCzu49vjkjU1I7JEwpL49sTkqldKj/fJYYDjuKkFHzPbdeh5AG7kDTTff6lD67sawOhLGfm2SvlvNZPjS6y/bZYZgQ/tusfcMXgAAU2ZDoQ3WhzmOr/b8KB1u+y4d27FmlVJPKdl3bRaA25xI4vaUJsqqo4+ct0UpuXaAZjb4tawsSgfpACvpCnrGYFVNFkHRekrDESfUixmm7y5gc6n0lALW6ppOamGTQUdk3937dZHC+Pq/+3q87oWvK18HUFFKpxeM8yml9DoqIUQ6nyxKW7DvUm0v9l1h3+yMC5+uuhcqwpzAWXilNKOeUt51khYuZhwM3SZCP01sTykppe7vF0xe91SCjnbpu0uTBMYsfqObz23fjXfzOawHHY3LDZnYxwKtVd/wyZKkBftu2TPJpVTEZHtU4Afedgc+f2bT/2xzZJXStX6olKJxVTrKzZ5FKbHoUus7Y2wMc6+CzCJ20BHd6J4NitKrjvT9scBx3LWrlNqv5UgYLvuu/Up9sjGvRdPmlMboKc0LY1tSdhuvRes1nCd70CNh1p3KTDbl2BsHdezmoj0PRStKa0opUL4vacTNqqEbTXXZas8XpaH7pMnvLizQeqndIDiuzYRSau27iKaU2gfNytTa3lpp3204EqYPBdTmkxLlGvQDssHOYd91xdwNx27AtUeurRal6WTQUZOe0qp9twCmvB8TawBzBXjMOxJG7LvCwmzXbvx2QzHuTpOds89t3w1n3UVInmubnbHdpe5nCYa5xsmLOwCAq4/aE1vTPp5pPaXToEIy1wb9OW6E6uTa2MK60LsHHcW079ZGwuyMtd+QiX2TW45aqr62hFMpDcZCcCa7xubzj2/g/XedwpmNy/3PtoY5Hnliu6I22p3qZoznSA5t2lN6yn0mn7RHURp744DGjJzbHGKQ2T7wlaAnl2UkTBh0xNzfVw064nO5hONVkiTuZ4iU0q1gXFTYU7oouTZz5ULYdezXRV/XvD2ldhM7/q4YjYOhojRh7NMH7LVirZ9ifSePZt9drwUdAQh6Su33sYKO+lmC46s931May747MeYEwDPHOZ527Fjl35X23f0vFPaUDtJBWQDWlNJkmNj7ngVO3pU1jJmavAs4+254BUrmV0p9MUcKYzEGslXg7/0boF8qzmXrSPj85+wpnWbf1Xn5POnRZqXLx+wpFfuusChWjZiv7ue079KNjO8plTmlExhj7PzDLMUgswXdPafsheaZrn9NodkOa1i47ZZQ2lQVKbTxO7a7KqURi8XKIHFtsF1TSmMeCtvjanIskaq4wSkhVJT23Ygb4HAUpdsjGpNR9vasD3Pcd2aj0pcZw7K5n57SRY+Ixy7YovTJl03fcSeiK6UuROecU0qvPNJnWSekEnSUxC2y6/j+efC6XOg80c8SZEkSN+holE/8rJyLuvhrKrSeOZe0jt884B4JEzE5PYSK0uOuuEqVQhGpWJxGXhh/Ho+llG56pbQ8R9D7V1o4m69DVuvjK5m/tlfsu0mDwKuiFkIE4M0nz+DHrnh+5d/ZYg5zj0/ZdQ1SGFUaKKWrwZxSOi7nf03huJYVg6n9pACFLk5TSufvKS1TcXPg2ucCf+//VV1jmn133p7SWUFHs+y7TXpK90rfndW32hGkKGVka5hX7By74X37DJRBR9x9SfarLUr51uEg1wbaWPWN7Lv3nF7Hai/F9S6EqGkPZkUp3a0obXhjMy4MjrgUwN3nlMa7sZmYUxoUpbF7SkultPrZ4tzVp5tnUniAwxF0RAU8WRrX+ik+d2odw1zjWdeWRaktRJqttb+e0sXWoKL0SXP2lMY6HLx9d2OEs5sjXOWKUm/fZTgY6Lxt7bv2ZzGP7zsfOo+7T64DKG+eVRL/8xpC1vu+CwyLOhJmOHljTsd/E7dG2Pe4F02KnkIbFNqgn84x1zxicnrIxW17nJNS2jTfYC/Ghcaq27gPR6Y1YWMnR6LsnFKCNnX8JlKE445GU4XJ+ZMjYRa8huva7E1dIDEFVK2oU1DQCovZd8P03e0ngHOfd088KxXN/hT77gI9pT/7tT+L78+umVmUTgYdzZ++S78rX8zp8YStFggUxgmldG/mLUpnzkLdT0/pHkrpzL7VjiBFKSP7VkrZLFM1pZRpnbCnNImQ5tkmVOgMshT9zBal957ewDOvOeovaE0t1qE9abebHK+ULrhDXWiNp1yxhusuW8EXn5idUsoVdFRog2Gug6I0rvJC42Dq9t1U8c0p9fbd5HArpdddvoqP3H8OQOkAAOKMpKI5pbvRwEUJwIYcAcA1x6fbwOrrxFNKyb47wrnNoVdKOe27uQ6L0vgzpl/7h5/Ez/7PuwCUz5+CjrhswnSeGGSJ6ymNs07h3Bl16GdNrJSFNvMrpQ16Sul3M5d9l8lZ5e27a6V9lzNFf1wYHKGe0kjrbAxzHB1kONLP/HlgYiRMDPuuG4FVKUoHceaUTow5yZ2dN6sWLLGCjgb33QZ86FfsN0la6SlN0MC+69b42uu/Fk/XarZSWr/++KCjBVTMIgfSyaLUW2sX6CmlNfYKOvIjYSYWn6Mo3W9P6SG4/1gEKUoZ2R7l/oS7FxFyRmYS7rhzjmqZCMs4RBs5tIM/6CUTRSnR9EYgVEp3uzkve0oX+wXmhcFVR/u4/bUvwY03XD7z38W06VXmlGqN7VGBVVc0xrQJA+WN5qBu3414k1snTLCOPW6EE/pd7YxtUuRLn3ut77l75omyPymGaj6eM6QFWPxz9NiFHVx1pL9nqrl/jxZcpw6Fp5zbHOHcxghXHqE+c/v3LEqpt57y9JSeWR/iURfQUukpjTyqJSQsvBIVT4WbVpAC5WZjkw1Fq5Ty95TuryjlaY8p7bv8s58Be41bpaI0klK6vpPj2EoPSaJw1IkCXimlTYMIL2k4LoOOiLAobXJ9raiYaR+gAjKtbsYlKoGOMRImHwLDdfeg8YKOSMW0hfXOzJ7SSfsuFcDzzymt2HeTyetDk/TdeXtK/V8toJROKL4zmFpcdwgpShnZHBVYG8ynlHJapqo77nw3HLTTlSie2ZSc+ERXp5Se2xrhsQs7laK0qfpbDTri6ynN9XwpqAtkKM2kMqe0MJVxSLFdAMMZPaWcqaG0QZBVekpZlorKdhD60ksT/KMvfTIA4MSxgVdDAAARlJdxodHL5uspXfRtOnlhe8+QIyC+Ukr25ye2Rnh8Y4QrjzgliVE1p89/Ftp3Ix10Whs8sTXyynN9Q5Hr1F3pKU3jbSJtDSf7SYHy+E8anIOKYn6ltImde1jY5zrfnFKwyPMXa+m7nLOfjTEYM/SUbgzHvjgkOy19fuhtbHpDP8wL3/973P2u1vpp5bqeNrgeVUaphEVpXSmlgLqGRWlP58DYblBNBB1FUEr7SR8Y78xM352w7+4n6Khue92PfbdpT2k6PX13elG6e4E9r1Iq9l1hYbaGOdbmnFPKNXcMKHfc00RBRdydnljH95Qqtp1cLrx91/WUUq9VaH+NGXS0Wxok3QAtGgJSzNkDFbMvaTJ9l7GnNJ/eU8qplI7yUCm1P+MclRCLMIm0nyb40uuP46lXruHvPGkyxbFpVbqvntIFFzt1cbjnjFIA0dVsUkq1sYVVmMhNP48Nff6TREUvfi/ujFFog41hjvWdcS2kjjHoKOgpjTluZHM0/Yav7Z7SJnbu8nczz7mb55i7sD1Glig/NYBz9jO997TWKOJIGCpGqTilFPoYn6OP3H8ON77uT/HIE1sYZKV99+igbuVc3C0WBgRV7Ls1pdTbd+fovawz0iMoKPzIl/1zfOPGFjDecg8a2HddT2n1PLr/ntIsyXZXSifsu/MHHVEx51XMKcUisJvtdX6ltKJi7mLfnZ6+u/s6E4FNM+i6fVdGwjChtcHWeH6lNKJoNYFXSp0NjOtYLgejN0ueOwiG47LXqZ8l3sZ04lh5gmha9Mw7pzRpsNtu19k7BRWIq2AOc7vmuLC73ztjjZWMbgTa6Sm1QUfRlqlASmkvTbyV9zA4AUJbY5bazaK3/h9fNaHGWGt6s9czV0+p+7ror257XPgQr92IXSxu7OSVz8sLv/gqu44PvWKw7wZtF2Tpj1XE0axVwPbpludu3jmlo9zayLM0iWoT3pyllLpzRZP+vkLruYvStuy7TceTzeLC9hiXrfa84psybmLTfQndI+WRTt4bOzkuX7PXbTpX0PmgvLYu/vgPndvCMNe4//FNXH/FWlmUrtSSWJvYd+vJuF4prdl3QXNKFzjeihH6aR+veuZ3AOOfBEBKaRB01Fu1m9fQQaG4D6VUj9BP3Dzn8RZw/MlT/93M9N05iu1RMUKWZGU/ZzHbVgvUFMZ9KKWZypCGj6uLyZEwmLEZOmdPaaISW8DvwvTRNt1BlFImdvICxmD+nlLGYCA/WiDlDbEIe6A4b2w4IPVt0EvRz8r3LOwX6aXJwn2eQNWetNs9TtMb0HmVUntjE4dRob0Ni0YzrLhjP3ZSJFnyVrKaUsrYL003TJmzwAN8wWQxqdt3AeAZJ47ihivWKv+uib2RGBd795SWSuli7IwLv9mxGzFTNgGrvoSJv192/WUAygAVHvuu/ZoFSmmsAiEsSh+7sFOx73K6XMKRJzGV0q2aUjpwa+yMyp7ShUfCGMxt323yPnlr8zzpu4pnPNDF7bG3owK8QUf0etci23fXA6X0WM2+G8PWT89bG1SCjo5NU0oXXGaip9QrpVOCjhQWtu/20z4w2rQ/IKW0EnR0pLTW+pP3/GuNi3Gp/I02gP704MXJ9N392XerAUQz7LtTrbVz9pQWI/Tq6msxnhwJM2tcyxx9v2M93rOfdNc1OoIUpUxQPP3cSilTmh5QHcLOGWJR70tiHG8WnYpSGtxYhxfoJkqp1qZix929p9Suv6h9d1xob1falahBR6WCRTMdqWhMkuaK1W9+6H68+85HAMy272ZJwrbhQjdMPTfKAjh8SuluKmaMjYP5FPpmttphbscw7EXMeYSALUqvc6OhnnXNUf/4MUfCjAuNf/P7f4vPn9lwj1mqfE37zOucDZXSizvVoKMGoUB7MQrCsJKIdvv6jNLLXb/02P0Om7hC9qeURrDvzh10xKOUTlzzuJRSd4Pgg45i2Xd3cl8gkqWWAo7KDcUGRWnQqjLoJTi+Wu1fJaLNKU37APWYZjPsuwuOhOknfVsshtSVUi+Y7D/oyBe+gC1+e2tT/53tjZ1m351PKd3LVgsEybjh09+HUjphq51m3506dgZzK6UThe8UxL4rLARdJPeVvst0jNFFJU0oFZerKHV9SUncZNc2GAaFziC4KaAUQsDulo8XrLTHtW1tupmdRtbwBnTeEQYKiLYTMsrLFEWa6VgGHTW3jP/e33wB112+im+96Xpv350IOkr4ZuPSBkEvTXwo1iFoKa0oSLvOrI0RdJTP31O6KMNxgUG29zk1VqAJPcbGMMdXPe1KPPvaY/g/v/6L/d/FVM0fPb+NP/jYw/iy64/jGSeOeqU0TeKn79btu2EeQBJRwawzzLV3omSJqtzgN4GO88tWe7iwPcbzn3IFrr9iFd/9gi8C0CykLi/231O6yO9vf/bdfT/8XFzcHuOytaBlhfFYyN0Bvup7SuO5Go7WitLJkTCLP36lKE336CltUJRetXIVnn3Fs3HjiRuB9SfsX9SDdbx9N4JS6h80LXtXe2s24Rd6oaCjYTGsFqX9I1P/XZnwGzyHOdeaKOZmjIQhFgkImqpi6nxCkZ2ZjKvSPd+jYTGcTyntuH1XilImvFI655xSrh4RoJx3WabvsixTmXWXMtqROdgJlFK6eR9kSUWNy9LFlbh6MTtP+u7CI2G0QTpHT2lM+66dN0dKqe3HXe2XPaVNj4W8ML7YDUOpQtJEIR/zWFr8nNIg6Ihzfl8sdio9pbsppc0Lq1Fhdl2D1kGDtXZyPdFLPI2Yox+2RrYV48ojPbzmm/5OdZ2IqjldMy5s2+O8CNXLBvMvp0FF6bFBhscu7ODqo33/WjivEaNc+02/mCoc9ZReeaSPC9tjrPQS/OTLnuv/vllPqfEtFXvRqKfU23fnUEojt0QQF3dyPOXKUs3idFbRXFK6buQRlNJCG2yNStcOqZe0SRvj8xoGMlmllIrSehLr4m6xkR7hWP8Y3vwNb7Y/OP8B+3XKSBhr391/0JG31taLUpWWKb/9NatiLqqUkhpb5DboaDf77qJBR7qulE7aamkNYDH7bqW49utM6Smdad+dbyTMIN19/jawS8JvRxD7LhNeKR3M21Ma5wbKGIN33/kIfvuvHsT5LXvj4ZVS5XpKG15k/uJzZyo3u/ee3sC9pzdqFrDDM6f0wbObuPOh8wCAgRsJA1T7SQF7E7Woxag+g223nW7fp7bg7y+fVymNat8NlFJ3g+jtuxGsZmOt/ePujAsohYqiTessannec32aU5qEI2GWvyid1lM6laYSJqindPfH8TvJC2yH5IVGoc1cSik9ixjvER139ZtOoHkoWQhdM2gsB9lGlVKleyLSMXd2Y4S1foqnXrWGkxe2oY3xr4XT5TIKLN4xXTuklJJtd1qQV7P03flulWzy/GKbB/tSSvcO81wICjoiskRFCyCqU1dKY9h3N91niHpJj9Xsu75oaHDcDUOlNEu9m+po7V6vyWbshF00nx50BGBh+64vtKbZd9MBAAVkK2Uy7gJKqS98x67wnaGUetsrPbZv/p3Tvlsf1bJLUbroSJg27Lt7Je/apyxKqbAAFFE/r1IKxEnFfeDsFv7V790JwFpxfujFz0ShjY36T2gG3eILnbywg1f+5kfwS9/55fiOr7wBAPC693waudb4umdfA4DCMg7HTTsA/Pz//Cze++mTAGyi66yitJcq33u6X+oX3N3Sd0nlXEQpNcY4++6cCY6R3qJhXmCtb4NgfE8p2XfRfMMlL4yfFWnDbtIJCzTnDN48UErTiCocN1vB5tFuBWOpYJpdreWzyAuNzWG+Zw99E6V0Jy/dDHtRXribQ8ddvWcMKG92Yxx2dM2g5O9CB7bDyD2l5zaHuPJIHyeODfD4xgiFriaUss0pzYsy6CimUuqKkSuc9bRe2DV5TfO2Q4RrLfI2hW6dveBQSo0xE0UpZ2AhXRPpOhHDvktumok5pcE5LWkoAIT23b5zU33xiSN41rXVMVtN7bsV1ayYHnRkrbVo2FNat+9mwNXPAq75EkApu4bRWFQp7SW9co1d7LuAVf9Sle4v6GjidzXdvjs9GXfOoKO6GgtMLUpn23fj9ZT6OaUdVUqlKGWChnnvRymNcQt1cbucb/W5U3bWZqFNpaeiyY3NutvFvxCss74zxtaoqM26OzxzSs9uloOqB1nq0w+PTyilCfIF5oEBkzPY5plTusj7RErhvD2lsW44tseF3zEmKx3Za2MkS48L7dXKzVEx9XPF2f9EVjM7VsX+7DBsuuyM5rTvBpvgi4imD57bQq4NnnH19JuOaevsl+F4esDVNGLaakkpradrhuvEKK7omkHnVm3KXsboPaVbY1x1pI9BlmCYFzaAiGmEU0h1HdVoNEfI1rBAooDjrgipJ9g2Odfl+wg6AhYfo0LnzWNTNj/qcAQjbo0KFNpEC/fbi9J9otBPkyhKqXc1+Dml9rUkwfvXdPOy0lPqjuVb/83XT/y7Jm4xX8wR+fSgoyZF6Uz7bpICX/X99v8QjGvZh6WWGBZDWzD6onS6fdcXWtBIke476KhSzM2w70611s6plFZShHdZJ3wd1b/Yuyjdzrexmq7u+Vy6HnQk9l0maNf7yJxKaaygI9oxXukluOcUpTgGNzcN+4VoN3crmAs3zDUubI+rs+4O0ZzSsMAe7KKUZolauM9zsZ7S/f/+Cl88zZe+G+st2hoV/maKdqspiCiG8jIubNiMMQZbw3yqAyFmmmedPOj3Smbthi4hW+Pyc7pr0JEPT1iMe0/bc01dLYi5znAfSmnM92hjN6U0opWbrhm0sRgG7MRO3yWltJ+lGBcGo6KoFIuc9l3qmcwS5ROGm7I5ynGkn3lr90EqpYu6hEqb+DxFaXw1m66Dl9VGwrDNfqaiNLU5DjF6StdnKKXh+9d05NGoCN0nu2/0NVFKK0UQpfFOGQmzaLT07PTdug25Nk9nEfsurTHLvltPxm3UU7oP++4+lNJefczMlJ7SmQXjHO/Rdr6N1d7eRWnX7bsLF6VKqacopf5cKXWXUurTSql/5X5+pVLqfUqpe9zXK+I93cMD9QetzT2nNE6BsOWskzfecDnuO7OBQptKUbpovwtBIyY2AwWGitL6SJjDoCQB1aJ0ZZee0ib9NfVd4N1OKGS9XeR92o9SuptaO9dahcaLXv9neM/fPoqdceFvANapp9QXpc1v2qmfcGessTkqpn6uUsZjzs8pTcOeUpalojJvT2lTZZGK0mdeM30nnCjva/a/zqyAq2n49yhCzUPBXdM2GGMeC3TNuLA9xj96wwfxm395v39fYvcxP7E5xpVHBuinCUa5roxqYZ1TGiilMVS4X/qTu/Hdv/HX2BoWWBuk/tiY1lO6qJqdzzn3mVi0AK6rfLuvEX9TbFpRyjn7mYq7XpYgS5OFk+1DNobTe0rD96/p764+EmYWTTZCJntKZ4yEgYKGadhTOiXoqL7GovZdUjHnte+SwpjMb9+dUDGL8VT77kTfql14rhvv6UFHkzbhxkppNkdR2nH7bhOlNAfwb4wxXwLgBQB+SCn1XACvAXCrMeZZAG51319yUPDCkTnnlMYq4kgpvekpl2OYazzyxHblotq0j4duDMO5cDvjAsNc+4I1UfYkc1jmlF7crqpJpMQcr90cZOniQTr10QfjfPbjUO2wyFq02zzPTVRT++5OrvHI+W3c9dhFjAuDo/0MSpU38eVImOY37WSfXR+OsTXKp36uOK1mZL/OkjJ9l2utmMxblDax1QLAPafWcd1lK3OpPEAzpXRlnqCjiPbd8lw+uW7MJGZK3318Y4jPPHYRQOl4oPTXaHbXUY4jA7sBN6SiNLTvcn2OgpEwSYSU38+dWsdnT657pZQK67qanqWLnxv2q5Queh5a38nRT5O5g7xiv0Wk0Idj0DjPqWfWrfp31ZE+emky0eKyCGVPqQsfctfwcAO2aQtTpad0l3Nqk3utyT5JUkpn2HcXaCuaPRJmsk/S2nf3f5GY6Fvdy75LhRYppXPsKlYKRq0BmKlKKfw1Yf/pu9Ptu1OCjmYqpcme79G8RanYd2dgjHnMGPMx9+d1AHcBuB7AtwJ4m/tnbwPw8obP8VCyNcynJoTOYr6PxhzruhuoL7/hcgDAPafXK71JTXs9qSilGyigvFk8v2UvakoppAw7uRyMgmIasM+dLjST6btNRsJUT667XYAp6bFJT+luVk2iqa2WEoXPbthd3NV+iixR/tgI7buN03fd72tjJ8fmcLpSGuMmdxah1UxFVq04CY/t3eeUNrME3XtmA8/cw7pr13F/WKSnlOy7+1FKI7xF9Dusz8UFEIRexSh+7Q314xvlDNEwfAiIl747dKNZBlmCUV5YW22gYPLZd40/v6aq+cbO1qjA5jDH1qimlNaKhSxJFt5QtDbq+W+VFrfvjudSSQGeEXJT7bsL9sfOw8kL2wCAJ1+2gn6qJhLqF4E2RMue0mlKaVP7bqiUzt5AaGTfndlTWrPvQgELpu/62Zt7FKXluJb9O6t8cT2nfbdM391H0FFo39XO9TbNvjstGXdOpXQ738ZKulL9YeSgo+18G2vZ2q7/Buj+nNIoPaVKqacBeD6AvwZwrTHmMcAWrgCuibHGYWNzVOBIP5s7yTJWjwiFJdx4w2UAgM+d2qjs9DbdBacEzLpSCgAXtkf+pvOw2HdD6y5BN2f1oKNexJ7S3UId6L1aTCm1/808N1FNE5LH7ndBN9Gr/RRpovxu9UoYdLTwKvbGlZ7mxjC3Ks8UK2WMm9xZ5FpDqXLWL8AzkiE2W6PCq3nz9Bnv9zWNC43/6/c+jrtPruOZJ3a37gKY+3w4DTrPzKOU0uEfY2OM1OaVKRshKmLxG270EfSWlT2lzW/cjTE2wbpnldJRwWff/ZNPn8Rvf/gB//0oL4I5pYtv8hGbI1uQru+MsdbPfMBR3b5rWy8W+90topQuco3d2MnndhpAxbGmh0y17y74Wnbjgcc38br3fBqPnN9GP01w5ZE+etnimwbE7fc9jv/ng/cDCHpKayNhgObtJNOCjqbRpPid7Cml9N2afVepxdN3vbV2955SP6d0EaW0rsbuVZTSnYJfa770Xf+7Ktz93DT77lSFcT45aDvfxlqvVjAW+cyeUlb77rTApg7ROH1XKXUUwB8A+L+MMRf3UYS9CsCrAOCpT31q06exdGyN8rn7SYkYOx90A/Wky1Zw5ZE+HnpiC1qXM+ia7oJTmme9pxSwfUrhzv5hmFNKMwFfftN1eKobGj6rKE0b9JTSDdEvfseN+KvPn8VXftHsVusmN6BUNM8z7L1pgiMV2qSUrvVT9JIE6+PJntImxUFYwHuldFr6boSb3NnPwXj7a8xkV060NhjmGlce6ePc5mjPUI5FeOSJbfz/7nwUX3ziCL75xifv+e8pRXaRG9ADU0pHs5XSmPbd7SCUiqD+8jJ9t/EyyLWBNvaG2hh7kz2s2XeBxccDhfyL3/4oAOC7X/g0AKgpshGUUlfIn14f4hlXH5nZU5qlDc7dWvsxXfOwaDGyMZy/KG062m0aF91mYr0oja2U/tR7Po2/+NwZPOn4Cq69bAClVBT77v/65Ek88PgmXn7Tdb715smXreCf3HwDXviMq/y/S5Jmv7twTuluM2WbXPe8iknk04OOmqTvTiTj+getFaVk36Wf68nz1CzmHQlDTNh350jfrVhr6bntK313zyWmF4zTlNKpY2ewZ1FqjJm7KAUQjOnpHo2UUqVUD7Ygfbsx5g/dj08ppZ7s/v7JAE5P+2+NMW82xtxsjLn5xIkTTZ7GUrI5LObuJwXcTWGM3faRTVHspf//9r4zTJKrvPpUdZ6enGdnc9LuarVKqxwAocxHsAwYkYSNScbGOGGcsD8cZGw/YGMw2GD4DCZjMEIJZQRoV9Jqpc05705O3dO5K3w/bt3q6u6q7ntv9ezMLPc8zz6906FuV9Xtqvu+57znVdHfGsVoIlfBlPqrp8hpVk2pxchSAxoAmM4U7AWNXxbufIFmh994+SB+//aLAMBTvhsMiGdz6Q13bW8zPv3Wy2rW95VawvCPY7vvstSUNki+azOloUDZ4i1S5uYpPo7zmM/WYkrVuZtzmm4g5PgNAQvf6IjKTtubyDyuNSdKN1O+MWjC4KO3rq+ZaKGgiziR9g+0JQxrzR3QmPmQLeoIBRTX32wj5btuTCllfOnvqhHBb8nFmDClhklYaKf7LtDY+T2VJtcIJyPbiICHeiiMJnNoigTta05lAiYUUIVVLiJ9SkX2azancch3G98Sht4Lnd+BJJcbOxK9Ho0kcxhoJYvwoOpfvpsr6uhpieCf33a5HYAEAyr+4c2Xlhmw+ZbvljGl3tciP2qxKmMdPQ+oodIFgY4BFaaCBreEqZDvwpLvUpZWL4AVJaaUynfd1TRVTCmH0VHeyJekznZQWqNPqYD7LnNQ6lUGowZq7kvBKEA3dfag9AJunOLHfVcB8J8ADpim+WnHSw8AuM/6/30AfiT+9RYveJlS1afEUdMNbD8+aS3Yybj9bVEMW0Gp6lhQN6Sm1GIPco4LdCJbtH+Uc9mAvZFwkyzVdt/1J9+txVZR0HMlsogq2vJdNqMjPxljzZbv0prSoM3sREOl2ku/CQqtgiml9WOVmAtTDtM0se3YJAq6YctfbROdBR6V0qC0s4ksbkI1svq2WorzKkSTLbWSLE7QutZK4y8W0GtNlIEpbWTdb6agu7KkQGNrPZ0lERSUIQ00cBxbBu1of5XK644kEnlfIxM81J25sk+p398QZbFzRQPxcMk5vZLBCqjiJnX87rti19VUXnPthesG4ojaYKY0W0RLNFi2r36Omxf6W0u1ef1t5P/hoP8+pTnNYO5h7Eu+q7MxpYqfPqVV7ruFKuddMogVUonIdytNiOxtVjOlpmmWWFqOoLRUt5ohgWJFTSxFdU0pNTqqz5TmtXyp3tOW73q3hOHtU6oZGopG0SUo1auCX9cxAIsp9R4nWyT11axBqc1eX4DwE27fAOBdAG5RFOUV69/dAP4ewG2KohwBcJv19y8d0nmduUcp4H/h/sSBUbztP7Zjz7mE3cOxvy2KkWQOuulgSn2ySXafUmsBlXcYqcxkiqUWBnPIWjUSbo6DyzqbEA6otpyXws8NusixeC8xpfxj0c+wjONXvluwHIQp8xILBezv7uwj6peRdS4CZrJF5DXDsz1Ho+fcnnMJ3Pul7fjF0Qk7oGp0e465Al2wd8StoLTGwroUiPCNUTKAYlu000WciFSPhynliCHqIlfUEfNIMJb6ofofJ53Xq4KfgOO6DTSmZrqMKQ3QoLRYVlMKNGZ+U1bMLShtJFMKkGsOnRuV17+gqgrLd8+X+24qz8GU1l7jCiGZK5bdB4G5SfQ5tzdgBaUhHyokilxRZzKWVHzeJwqageWdTQiqCgbbvYMIUeWOaZokmKtkSivdX0EYMxH5rmma1e1a7I1WS1INUPmuwhWUlrWdqSPdBZzyXTam1DAN5PRcqd6zlnzX0yCo9jnKah4Bo1FdU+ot361tRuU5hgfsc3IBQrim1DTNn8Pbjuu1otu9UJApaPZikAWEtRIfb2gmBwA4Npays48DrVFMpQtI53WbffPbyzFb4b7rrK/IFkuuqHPp2tdIJF2Y0suWtWPP/729avEb8tFWoBSU1l/cBGymlH8sOg5LZt9vEFfJ5MZCAXvcjiangyN5FK1Rcy4mx2bJPHftUzoHWX0qO5xIFWy2rCTZbOhQDQf9rdJzUbMljNfNtA54ki0AEFJ9yHftYIqnpnSumVLy2AjWPFPQ0NcSwVAiZz+nVDKljQhKHf1eC7oVlOa0avluA9Y8nU1hzGSKODI2C6CyplSB7qNvGO1bTEFb3AAuLWF8mNQRppQ9fy9cU8pjdITGO43nNaOqXnsuej9nHInsvlYalCpC6gknaiWPnAj49LsoaAY2DbTi8d+/eU7ku0XLQba8pjTvypQSZ1xwB6WaocGEWaopVYOOgK7avMc2OgpGmINSzdBgmIYjKPU2wqs2OqI1pbX3K6eRa6UdzNnuuy7yXTdnXAamtHZQ6tESpjLQrVNTyhuUqoraeP3+AsGFK0yeZ1D3XVb4dSidzpALRTKnlTGlADA0k7UzvYrfmtKKPqW5Yrm8gi5o5rIBeyNB5butsfJz5XazCfjIttMbLhtTKt4ShqumFP4SIZWBRSwcsIPurnjpBuq3Rq0sKE1SUyV3prTRWX3aYmk2V0QoWJIjA4uQKWWS7/Kh6GiVwwJVVRBUxRagOTuYYmFKGxdYZYs6Yh7X8kbKd9MFHQMVzAvd54AP9UQlaCBHa0oBq0emw4AIaMz8pomEw6Oz0A0TxbKWMP4Sl5VyZ8KUNt7oiLumVBVLUszyMKUK0OhVab6oVzlbzwVTmnOYJDqZUt/yXZfv74ZGyHfDwfr9ZEWTE3nLabecKS24MqWi8t2CQdaLtnw31mltT61yvbODUoB8B40tKC1YwatdUxr2bndCaySrjY5q71dGywBwBqXW3HJrCeMqra1fU5opVoxBYRQ9jY7c5bsNZEqlfFeCF5k8X02p3/q+yXTpQkGbvA+0kQl+biZb5r7rZ61Rku/qePMXnsOXf36i7HV6714sfUoT2SKiIbaG5aGA/5YwtWpQKPwsQClTyNL+w64VEURlmxvaEgYAOuKlTKVf05mi45iPJklmNO5RU9qoOs+fH5nAzf/wtO0sbJgllk91y7guQNCEi11TyrCwFjU6YpXvAuL1YzxMaSMTB9mCjphHHavaQNY8k9cw0BaFqgB9rSSpUxmUNiZQLDGlNEDUjFKw2AiW+br7n8Sf/XCP/f1/cXQS193/JACUM6U+DlymUJ4QbQoH7ERw5b3XjzxU0w3OmlJ+hqygkbY8zDWlSuOVGm5MaaN6P3/q0YP4yLdeBlDeO3mJlYQhQalf+a7BXG/u1+iI5T4uWpJVFsxReDGlgvJdOgZxxk0BsXZrg+7zz5aKBsLMTCkNrm02toZ8t4rFVNmC0qpgrkZNqat8l0G5Rcco6yFqGOS7eRgd8QaldnAd8iHfPfIE8FdtQHKIaRsLFb5bwki4I13gc9+1M16CmHI0XI+FypnSRLaIZZ1ksquKv2y7s4Z0x6lppPLl2epLl7Vb4yyOPqXJrFZlaOSFgHWDNhzGUazgkTn6CkqtcdjcdxvLlDaFAvb+dTqZUp8Lauc4NCh1Y0ob2b7g4EgSp6cyODWZsZ8LVtSUzlX7mUbh2cPjCAUUbF1JsuA15buCVClN0rAypfS9Ikwpl3y3gb1kSVmC97Xcb+9ninRBR1c8jC/ftxVnprL4ywf22YFXI5lS53F0Lq7p//32Xi1oBoYTOXzj+dOIhwO4dWMvAAVPHBi1xwVowCO+P+mKe088HMS1qzvxL2+7DJcubS97LXA++5QKBD10X1jXDHPREiZfNKqZUp/rBYrnj09ibJYEKZmCjg39Lfjgq9bY/dRDAaUxTCmLikL1l1BkDUpFzR5d5bseTKkt32UwBHLCDnwVFYAJRFrJC0r18atiSmnP1DooC+bqyHerXGsZjY6qglJe+S55gm8MoNSqJuAu360enI0pLQt8a6DsnFA8+FHyOHkMaF3CtJ2FCMmUzhFE3Hf9RKVTLkwpDUqBUk2S32AxWyHXpc6rFHdtJr0K/TjPnU8kstXmDl6gCxM/tZ5zXVPKJ9/16/hczZTSC3+Xo55aoOe25zhUvht3+W01sjcuDQZGZ0vzO2gzpeTvhRyTmqaJR/aO4KZ1PehpJgmCWuw5nS3c7rsaZeb5mNKCACuSt4xMWOqSG+kgmynUXuw2KgGXKWhoigRxy4Y+LO9qssemYwCNdd91Gh0BcO1TKoJTkyXjlJxmYEN/K/6Po4etzZT6lNtXMaWRAIIBFW+8bLAqaRgKKCj6cd/lmN+Kwn+eaHKXtaZUQeOvPzlNd2VKGxGUjiRytn9DtqijLRbCmy4ftH/LjZDvZovetd9O+PW7cLY1qj1Og5lSl6CU3MNNYaY0QkOAqBWUeshe7ftCMFxiI+ugLJgrpGoypaLy3eqg1NvoyJbvljGM9eW79hhOFtNjnPMp3y27Vxs6kDjj+p0WGxb3t1+gKGgGirrJLd/1s7CZTJcWzzSr3xwJoiUSxGxeK7k4KuISVKC6htQZDAPA7Rf3WeMs/Jo7gASlrEwpXdSL3KR5WmeU3HcFWsIY7EGCn+beQLmDqqIQBoTWeXU6glK/DqXOxcqstXhrclm8BVT/i/aXTk3hwPCsnXyhzCxQSij4ZX7PB/aeS+LcTBa/e+s6RMNkztVKiIgmDui5YVmkUYR9MKUsLCngv47ZiXoGKo2QONJ7Bk22VMo4babUh8TRNE185vHDaLWud86WMAAa1qeUOu1SeW40pJZdD5x9Sg1T3ADNjSn1QlBVhYMrkT6lvNfV2RzZlxbGmlK/pRduyBerf1+NMDrSDROjs3kYpgnDMJEt6OhuLg+wGiXfZak3F2GynSjobNch0YCeyl5DAce6RHdvCaMoihVimeTizfg7smtKaToy0mJ96erjR9oP8ct3y4NSTvkuo/tutXzXuibUkO/ytoRxDRi9glJB+a6Q+65ze6e3Ob4bW9JgoUIypXMAajBSS/JVCb9SyulMaSI6WaT1/eRiQxc1AZ8LKKfbIVBauPz6DSvxgVetRrfFyiyWPqWZgsYsmaILk6JIsGgxSjzyXTGmlLrvsta8cA9hwxksxkKEJaV1jF3NzqCUPIoubuhxcCYP3JjSgI+FJ8V3XjyDf3rskP0bHncwpaGKmruFPL+p2+lVKzvRFY/gDZcuwbWruzzfb+8T5zg0wcVSw0whWlPKKs8D/NcxO5EpaGiqyZT6H4cmc+yEYkVw0og+pWOzeXz2qaN4YBepOXIaHQFAJFCpBBAb64gVlLbbwW+gPCh11JQC4vJQt5pSLwRUcXmobvK574rUypaYUrYEqd/1ghvyWvXvqxFGRxOpPHTDhGmS4DvrkuRphHw3X9QZa0rF5zZppTK38l0aMEZURxBaT75LvhzzGHbgSz9dKyh1JkA4jI7KAq1iBgh5S1Or6j1tprS2fNc2IQrVl+/a0tqyw8TBlDIEpZTxPR/uu2VJqfFDpf9ztOxZiJBM6RyA9k5zM2Pxgi3DEIBumLb7LlDOIt15cT9eOjVtt4xRfNaI5DTdWoSVP/+Oa5ZjbW+L/bfaANbqfCDPWB8COBhMgYxu0TLLYDHMoOOI1KlRqStLZl+tlIAIjgXAlk3Z5jpO+a6doRSsKbVYtY0DLdh+fAqAB1OqlI4bb80vRV4zkCnodlA64mjPUaopJX8vZKaUJo9om57P3nt5zfeLGgOVki3sx1t0AepmxOIFz/ohAWQLtZlS0mLC3zhpa77Re0aljFNVFbKY9jEOZRYnLf+ByppSmnRRFPHrD1AKSmnQGAkFypJUVUGpaQotROh9lgZotZKLIUH3XcMKpniYUhEjnVSeXDfZ3Xf9lV64IefClPqt+wWAYcc1NJkrWsZh5fvZEKZUY5fvil4XNGs+zKV8t2jJY6vku9G2qvcSwxsLpgFWnsmuYVSs4I3WlHrIXkWMjsqZ0kxt+W6lM64qyJTW6lNKr2sQY0rL6j312kxpdZ/SOQhKnVcAp6Ra16o/sIggmdI5QGXWmwV+Mp8zmQJMs7RYdrJId27uB0AceAHKlPqoKS3o6GiqzthVutf6bVB9vsCa9QSAgHUjEmJKdYN54e6HKS257zKM5ZMpdcp36aKdnvJOt5pSwXGoJHnjQKv9nDtTSh791gsVNAOz+VL9E0UlU7qQky62wyrj3LZrSnnluwa/fFfc6EhncskGHHWR3KNUI1c0ast3G9CTOVtxz2hxYcz8t1Ahc4L6AERD7jWlfvvwUvku/e3EKpnSSpdfQYIsY/XKpuqcWkxpMCCmoqDXUx733YBASxgq32WtKZ2L8hi331dA8d/72ZnYS2SLFlNafr3wW1Oq6UT+zmR05MN7gF63WJnShtWUejClZbWFdVhFJ+wgqFK+62J0pKCCKWU0Oipr11LMADWcZavlu9ToiC0otQNGW77rYnTkWu/plymtXvdWjwFrgV8/KI0Go57vqUTZGM5EgZTvSlQinS/PerNC9NJP6zpXdJFMlJNFWtZJfqwXLyELer+mHHnNKFtgULg13V7Aa3YbBc2wZWv1EPQhN8trBrNDqaIowi7JtOaXJUhQfFo+uzGlFK41pYILAeqa6QxKXfuUNsChlDqTTqSqs8GlXr/k74U8v+l+sMpd6U7xMueUxeaV7xaE5LtsLR8AZ8Dj7yRpuoGCbtRkYBohpaTlF7Sm0O3eQWrUxMegTKntvhtSy5IWlUZHovcJp9ERgKqWW3ScknGc2E5RprS3hQSltZjSoKoIJRN5jOMoRO6x3EZHc5D0dft9NUK+O5LI2v9PZAlTWnn99ivfzdnXOzb5rmhyhycoFW09Y0trnRJUr5YwZfJd9uPnGZR6MIxCRkdFaww1RAKlUI2aUk/5Li9TSuW77i7C1QPXZjABl16ogCMoLQ9+veW7gdpBaTGLWDDm7d5bgWqm1JEoYDw/CxVSvjsHSAswpX4kJbRH6ZqeZpyYSFexSPs/eYe9SFMVfwubXFHH8s7q2oDKDOtiMTpitXcHHIsoEedQl3qd2mOJ9dUbtdxpe1vrZ9xUhT8IcaLowpRSlAel5FG8JQz53LrekqW82zmz5bs+mVKg2lUaKAVegQYFPHOJksMqH1PKOx3oueGT754PprQxRkeU7atXr+j3WnfMYhdXd5M57hbkE7da8Yt3ZQ1m/ZYwYnLXynEq24zYwa9dpsA9DIDS/vS2RLAPdZhSVYVp8kv7NbtGny8o5b1F0HKBWoy8E42uKTVN050pbUDv52GHWdxMhjCllfdCv0wpvd6x3GNJr3bBoFRnD0pFW0XZJkRVTKmL0VGVfJcNNsPIYHSkKmq50VE+xTSGHczRY12DKa2S7/p23/VuCVPGMDLUyGa1LMJqGAHnsfGqKbW+N698N6NlmKW7AAl+y8Yok+8u7qBUMqVzACorquUGWAk/N5lpKyhday3aK4PhpnDQvlgHfPboyhX1svogiqpalAtQvkslsSLBIg/LA4gvBkYSWbREg0wZ90YbHTnhXNz4WeQCpYVhPUOqRvRypLLXSRemtEp2uICnd95qW8C6ABeVWBcF+pRGBI2O3NxBvWCrv3zLausvdlWfrU0AInmNhlQMdngvTII+mVJnsKgoZD6XBaUNMPLKWb8fZ1KqMtCi55DmMURZq3ReQ1BV0GGNVSsJTK/dvGypGFPKf48tmSOyGnk1VomkGSYMs/o+3ojezyOJnD3PxmZpn2m3oNQUXpvwBKWqD/ddmyllqikVWwO5ykW1PGEpK6A4a4t5gtKiF1PqLt8FrDkdEGgJQw92uL7RkV3vyWh0lNWyCCrBEqtMvxurfDdYv0Y2W8yWt4MBSv1TPdqvlLedAVNNKU9QSkqvHNvTHEl0Kd+VqITNlPIYHflQUlKmdH0fCUpr2cr7XUBlizq64iRj57R1r7yZLZY+paw9x4BSn0oRtiJb0KsYg1oIqGK1PCPJHAba2OoS/DZgdxpT1K65I4+i067I2E7HrvVsgHyXGjY5QRe2oqZA5xM8ARzgXHjwjcPjKk0hamqS41AbNMoh2VkX6TlWA1rCHBlLYU1Pc01Gzq/pDL0vAbD7vdbqUyq0oC7QOs/SvaEyGRcO0ASpf/fdpnAAbbEQmsKBmsdOROXymccP409/uKfsu7JAhDnPFnUEVYX5d+RX5VIJr6CuEb2fRxI5rO0ha5MRizWt/D3RuSdav8oXlIpfu/Mc8l3RTgdldZJ6EfjcVUB6DHAJWspknCLyXXocahgd2fWeoEEpu9GRAgVRGsDVcN+tcsblMDqKBWOlllI1gkWbxXT+bgKR+kGpW8DoIRMWZUp5g9LaRkeLOyiV8t05AM1IczGlEA8Q6AL6zs39yBR0XL2q0/O9fhY2pmkiVzTQ0RTCv957OUaTOfzNQwdcG9r77YF5viAi3xVdULNKswDxWp6RRA79bay9rvyxfZqDtqGZ70d+9yabubfHEaxXpCg6HIUf+72by4wznGgEU1pLVkqTEoqiWMqGhTu/c5rO7FQLOI2B+PZJMwwoCt+iPRRQxOS7HIF2oxySMwwMViOudUfHUrhqZUfZc9983zVlpnJ+6/syeWdQSvanrCVMA/qU0uNFEpepsrGaI0Gk8lq1fNcHUxqPBPHr16/CDWu6a76XyqF5gp6dp6ex91wCAFuLLQpFIPGbLbI5x5bGaKxSw1ln7EQjej9PZwpY1R3HodFZjFrX7sp7Yeneyu694AR1G4/OYa0nULo/sFyHRFvP2CxmKAZMHQcmDgMb3wBc9d7qMZzyXYPf6ChKMw41jI5onaRhGlA5jI6yWhbRYBSKZt2vGYyOROS75bWeNFj07lNadq0OhstZRpYxgPryXYGWMLzyXW+jo8XtviuD0jkANZQ4X0xpIltEJKiiKRzEO69dUfO9fqQrpRtXAK+/dAmeOjhK/na5QPsZ53zBMExohsl8E/QT9OSKfExpUFWEDECGEzls6G+t/0aAudG2F5wSTJqhdpoRUfhlrTS7blHFss4mrO9rcX2fbXTk08jLC866yUY4rs4lSADHd/0B+Be6BYFFZDgYEG8JwxyUNramNFrPfddnq5ZzM1nc27us7PnrKwItv3Mu7ZDvUvbSvaaU/O3HaK27pVT/Rq8NlUFpyehIkCktEqZ0eVcTlnd5szBlY3HMu7xm2KaFPPJdEZfkem2HKuFX5VKJvEewFWiAND2RLaItFkJbLOTJlNJrSFEzgWqVal1wM6WC+8RXUyomsS6T744fJE/e9AdA9zqXMZxMKftgGS2DSCCCAHWrrdOnlGze5DM6ooGW1UuUxeioSr5bJ9CuktbWku+61pRGSJBtmp7rIdd6T4+g1N3hF44g232cTJGvplSp/P3recJEFzOLnimV8t05gJ1d58p8iteIJK2LPgsCfqQrNBtpLzJCZX87sRj6lPLcYIDSjVO0ppSHuRJhRYq6gfFUHn3M8l3yKG76YNp1aTXljT5ZKxqc12tzUzIgEhoGQB2m1DF+YIEnXfKcTKlrFpkBmjUHeBAKKDWDfzf82zNHMT6bZ5bvNkpinWW4lvtNwB0bJ4yis8+zGwKqWI9kikzBhSl1yncrZLUi1wUaxHe51JTSHpw0IeHXITljMaUsEPEDKGiGfY/gMjoSaAlD2qTw9DVvLFPqKd/10TObIpnV0BoNoTUatI34qoJS6x4s4soNOPoyMxxDP8ZkpZrSuZMJZ7UsgqpVJzl+CIACdK93fS/pb2+BU74bC8YAymKGLRPBerLXQH1m0TlGU7DJEZTWNzoqtYThk+/aqNGn1NUZl9bp1gjk3JlSK1iuCH5r9ikFXPfHMA0cTxzHspZlVa95gZz3CvkulUczyqsXKmRQOgdIFzREgipXmwRykxGX77YyBqV+svo2a2AtdqmZjtvit9GZ3LmAV3bYCwGBbDtFzsVxsBaCAkHp+GwepgnmmtJSVo9rGBua1Xv1jZcuwU3rvOVzoiwcBV0I1GPkGtGnlBodOUG/v3N8UWnW+UKOkymFnaDgG6eoG2w9cR3gNTrSdAP/8OghhAIKrlntXZrghGiQXQkWV1RV9TcXjoySoHRdX3PN9wVV1R9Tmi/N7YjNipbqSsMNlO+W1ZRa273/nkuwebDVdm9vRE0p6zU1pPInFJ0JKp45LmJwkynwyncbM78paMLZjSkF/LVQyRZ1mykdttrDVMrhw3bSQCwotdcmDNc8P+10ePuUisztsiBo/BDQvszTJKhMiiwSlFIpbihGHGtrGB0ZpsFndERZzIIVlNYyOqos8RGW73q777rWe1JH4xqS5NryXfea0mqjI3qDrd6fU8lTSBaS2NKzxfM7VKLMERkgiYKwxUQvcqMjKd+dA2TyOrOLHoUfJWWCgylVVXFGNldh+kENldxuBItBvstzgwH8uu/yLTpUAaOjYatep581KC1jSvknIAlIVPzjWy6tM46/BRQ9DvXajtC6Lz9ZfTcGr6MpjKl0oSwoFZVmnS+QFkR8STERiNSA8bZ/oDXFv/WatfiVy5cyfUYVDLIrwWJ0FPDpNH5kLIVQQMEKl1ZbTogwcE44mVJnMEf7xjbE6Igypc3V8t2rVnbiwd+5yX4+4FNun9cM5mSsSELRydrNdUuYHC9T6pjfPqswAJSScREPplQ3THDcvmxQv4u2phBaY6FS7WdVTalDviuAXEXCvBZUH/W4Bd3qA85Yuyoq3y0LSns2eL5XVVQYgkZHhCm1grFAmPRBrWF0VApK2Y2OyuW7DO67dB9U9qC0OexI5unefUphX9ec7rvWdUorANUdd+wxeOW7PEzpnglipralmz0orZbvFkpBqb64a0olUzoHyLg0h64HBeILqGSOIyhVxDPT1O7fWSMEeDGlC5tJAhzyXU73XZE+pbwtYUSYUmoAxO6+Sx6FXXEZ63H915Ra8t06ZiM2U9qgoJQu9qgU0VlX5qcu6XyAp/4ScCYO+MYp6iZCHAt2gPzeeIyOCozuy040rKaUhSn1mYA7OpbCqu54XWWNSK2iE86a0ohLLSm9Dvpp4ZQtVMt3vdhMv/LdXFFnnuN2SxiOa3cZUzrHLWGokzD7GJRZEseZqYwdzOW8mFKfZlTJHAkSWqOhsgRCVUsY3/JdvpYwwiUrHC1hAoIKioyWIbJXQycmRz0Xeb5XcaYTOYJSu06SBqXBKJGi1pC9ArCCUnb5LmtQWmUQxMiUVtV70mDRpabUVb5Le8HWYUqbghXfXXc3VPI0daxRI7t7fDeaQ81Y3b7a8ztUolq+WyD7ogQWPVMqg9I5QKagIc5hcgTQflPi8l3mmlIf9RR2ltMKrmg9j5tMkLSEWbiLdoCfKbWz7QISI552FnQsXqb06BiRAQ6wuu/6dcXVjLrsJeC/prRoGx3VHkv1KTUzTbNsIUpbH9G+vMEKpnQh10znizqf0ZH1yDsXirphLyhZEQrytYQp2skj9sCgUTWlo5YxS0vU+/qq+ExQHB2bxbo69aSAmHrCiTL3XUeCzEu+K8TyUPmuZXQUDqieLKNfo6MCR+KFJjR4ElbOawGP+66IH0CWV75rPfop+bn9M8/i3396HICDKa24ZlD5rug5spnSWAjdzjrjypYwdtJg7oNS0XZrAF9LGD99SmPBGDB2gARLPRs936soioMp5XDfLWbRFGoqZ0oDkVLwVDEGYDGMwQgJFBmcfktBKZFsMwWlZkVQWs/oyNN911u+686UugelWS2L8cw4ept6y1+o03rG2+ioen7vHt+Nzd2bS21xGFA1hl4g+8LBZC9UyKB0DpA+z0xpIlNEa43epGXj+JCaUflXLETGCgeJyY0bA7jQ5Y0Af1BKgyJh912umlKV29Tksf0juGJ5O3OCwikBEwGrc7HfmlLNMBBQlaq2Q5Wws/o+nRUpelpoUEoenYygHxn8+UBe42PmbbUU5z5pusnFIgEkQCjoBjNbwdqn1olGte15/MAoLl1W+zflL9Gn4/RUBmt7a9eTApZM2I/Lr9N9N1gu3wWcLWHI80IsD3XftRI6tcy2nNJQEZA5znZNpdcGnqDHeT3gmeMiLUeIfJd9zeC3nc4T+0eRLerYN5QAUAq2Kq8Zfq+pNChtjYVw07oe+/lK5YFtIiho5FWZMK8FXqWGEzwtYd529XJ874PXcY9hB1oHfgxAAdbe6vleFX7luzkSyKiq9ejdSsWAUWIgGcyOqpjSGjWlFKWWMIJGR7q30ZEtrXVlSt0DuQOTB6CbenW9Zw1DJdf2jh59V2cLszg0fQiX9V7mOr4XXI2OAmFyfqR8V6ISxBWQjykVDeIMw8RsXuNw3xWXmtk1pY4bSksk6MrILAr5LocUB3AubPj2i/Z35WVKeZi4U5Np7BtK4u5LBpg/U6p/YP5IGQo6K1PqbwFV1E2mcfyaclTWk9KgtIcGpUEnU7qw5zeR7/IwL2LnSKQlDF3Qsf6OaJ0Z7zh+ZbVnpjLYfTaBuzb31x1HNLA6MZGGYdY3OQL89ynNFnTXkgtbvlvBlAol36zAtz0egqrUZq4CPq8LPPJdkYRiOVPKHpSKJA+I0RFP0oU8il6CHtk7AqCkrqH39iqm1GfiIGkzpUHc6DDDq2RKqQrlfMh3IyEfQSmHY/9gewxXrmAzZnMiW6RB6QPAiuuBlj7P95YlaoWMjgpEugsQJ1qXWswyFrNOEFc5RlOwyTI6UkrjuMBbvsvLlGrksy7KBldvizpM6e7x3QCAS7ovKX+hVlDqpnr0YEpfGXsFhmlga99W1/G9UFVTquVLSYVFLt+VRkdzgHRBR7uj6TkTBBe5s3kNpgkO911/bodAeT1ISzTozpRyBlXzAR7TAkBMAgZ4Z6FrgXcB+vh+0jP2jotrL6CdsBc2gvJdjTEgEa1XpCjqhu2eWQt+mZfKhUqfFZRSJ9HymlJ/5jZzDZ4FO+CcC3zQHAY5rAg5pHosn7VrSjnH8Zs4oL+pekGpCDNGQYMCJqbUByMLEFf43tYIUuNaWfBhy3etxxILxz8GNTpqCgUQDwdrG0Q1gCllTbzYfgAcpRfCNaUCtYRZTiM8PwnFXFHHs0fGEQ6oODWVwW9/cyf2DSUBVDOAfno/v/9rOzDjYEqdAWN1n1Kf8l1NR1BVmO5H4YDK3ZKKgjeRLYKslkV/qBkY2w/c+ama7yUyTsqUsp+jElOaKgWawair7LUsmAvUb6FCYdd7FpNEultD6WTXe1bKd2sE2oZpuMt3XfYB8JDv2u677kH27ondGGweRFesq2Lw2q1nWOW7O0Z3IKgGuZx3AQ/5rs2UyqBUogLJbBEbB+rXCDmhQMy0IOm46LNAVcUlYLbph+OG8onXb7Jr75xQfDjcnS/w1IcA4jWlOQ67eudYPHUvQzM5tESCWFbHwdMJvw6lhMFkczsk44gGvyZTS4aAD4YHqGZK794ygIv6W7BpSSuAypYwC9tdmkfa6ISI0RGvfJcu6AqaAZdLh8sY/DWlgP9zdHQ8hc54GCu6vJu+A8TQRHRuT2fIYqinuf6B8MuUZvI6VnXHcXw8XZYgq2ZKyfMi+5Qp6AgHSDu0pkigZiLOf1DK7jAd5FS5mKbpy32XOygtcMp3fSQUpzMFFDQD16/pwnPHJvHg7mH7tcprhmjvZ90w8ZiV1AGI0REA/PSPXo1txyarTL3oNUE0KM0W2K93kWBAmCnNuqjFGo2slkWMSjCXXFbzvQoUn/LdqRKDedv/BaLtrmMAVL5b3xgIIL+fknx3pGaPUmsQMobtvkvlrt7zezwzDgDoiHaUnjR010DRuR+ufUo9mNJd47twZd+V1S/UY0qr5LvW+yoCxpdGX8Lmrs3V7r51QM57ZVAa4mrZs1Ahg9I5QDJbtC/CrFAUrmuKDaeRAAv8MDxZF4nMLRvcpSWBRdCnlC5QmB0c7bYCfPtVqnfh7VPK4aZX0NDEa64lKNmkYO1R6dcJVTMMpp6/fhe5lQuV7ngEr7mpF7vOzAAo71W44N13uZnSktURD0Tku6Eg3wJUpKYUEHNBdWI0kUNfa30naz+mVxkGd1/nOH6MjtIFDX2tVq2nS01pI/qUktp5ywgvHKwt3/Xxe9UNE0XdZGdKOVUulTJS/j6lzG+Hphso6AZnn1LyKMRmW3PuksE2PHdssuy1yhpg0d7PNFkOkPsrnQcruuKuSR7fNaUcCYpwUHXtR82CTF6HqrCvGUSQ1bJooie2ybv/N0AYM/uIMZgPOcewa0ppYOZRu1om3w3WZhYpCkYBhmmUjI5qmByVjVEp362xT7SVSpm0Vi8CAY+g1E2+W6NP6bnUOYxlxnBpz6XVG/PoUwrQc1Ixj4PV47w0+hL2TOzB+7e83/X71oKqqOW3amp0dAHId2VNaYOhc9Z4UlQVLjOCNyjlrVV0Iusi3/XCoupTGpibhQ1FKbs6d/LddEFHnNdcy4dk80vPHsdsTmOT71qP4g3LTSa5lF/zj8qFCj1fdL47JcQLXr6rGTVNZiphh6TcRkf8QSk9l6wSOtGgVIG/czScyDG1V/JzraPXVBYVRdCHfNc0TWQKOnqtINu5qI4EVShKKenmx7k4U9Bskz/ClNZupQOISUNLfTUZE4qc8tDKBBWv+y7PsctZYwm1hBE4djRJumlJa5Wiskq+K9i2h7aCAdjWJvT8+KkpZU1QRILiNaXpgoZ4OFjXdM8PsloWMRr0xLtqvresfpGR1dAMDUWjaNWU5mvWegIVAaNtdFQ7KM1ajruxYAwopOuaHFH5bsnoSAFQm6nZPb4bITWEDZ2OPq5G0ZMpteW7TobRZkqr9+el0ZcAwL3es47RUZV8N1A+TtEo4s9+/mcYbB7Eey5+j+v3rQXiuuwYQ7tw5LsyKG0wZnN8QSKFqorJKG35LiMz62sBxdULbGEbwQD87ru2BOw8yHeDAb6gNJMXYErpwobz/rzz9Az+9uEDeOXMDJMBkd+aUsKU8sh3xcbJW4s1agZD5/mS9hguW9aOiwdbS2OpCzfpoukGdMPkm2+C7TlYTaicCHMypQVhoyN/JQQjyRz6mYJSf702oyHVTqjUHMeHfDevkTnR3hTCLRt6ccWKkuQtHFARDqj279RPP+Zs0bBZ35vX9eCGNd5MT8nZlXuYkvpkjlQulUELn/suX+KSutpHBSShQmy2FdC3xUK4+5IBrHPUM1cm/0TZ7ESWLyj1K99NZjW0MHYgiITEa0ozeZ37PssDwzSQ03OIaQUS8LjIaZ0oS7wx3sizmiNg1PIlFo/hu7EaHZWNUczWle+6spiKWtPoaNf4Lmzs3IhwwOHfYmieNaWlOmw2pvSl0ZfQGm7Fuo511Rur0Q+VlI14BKXWOLvHd+Nc6hw+esVHEQ/VLg9xQ1XgS2tK1VDpuy1SSPlug8HLXFKIZvXt8ZrYjY781JRGgt5955xQLDdh0zTnNKvoB7xGR0HBGzSPMyAFr1QvXdDQFOJvQwTw1yXNZEo3JJ6aUtEkBWvbEd/yXWtB1N4UQipfYnzikSD+98M3lL1XWcBJF7rg4mFK6dykc5UVRMLNa3TE57Rp15QG+a4jftpS5Yo6ptIFDDDKd8XbbLEb3AR8uPxSmXA8HMRX3nNV2Wu0tRcFZctEJI7Zgmbvz8fu3FDzvaLSUOd3izAeu5LRkZh8l9d9l2eXcgWLKeW8PwAQMqJw3o8+//Yr8Pj+UbzvazsAoOpebV9TOc8Rb1Aa8hmUjiSzTKoGgCijNMOEbphc5xUoMaVzhZxG+iLHtDzQ1FXTHAiokO8yBqUZq0VLqSVM7aC03H2XBnG12bip/BQAoCXcYgWltQMv13pPRfXcp6JRxP7J/Xjz+jeXv6BrroEiUM99tzrI3jGyA1f0XeHeP7SO0VEVKlx+tw1tg6qouHbJta7ftR6qJMK20VFQMqUS5UhmyWRlNR6iUBQxoyMR+a6fmlLWAn8/DdjPF/iZUr5WFhQ0q88TJAQ5WZFMgT+DK2p0lMyVMnFsQWkD3Hc5akpF5ncyV8RUmtyYOq0m77WChYXch9ervUMt0KA0KxCU8jpR2qyIxnYAqbEYt3xXIHGQzBWRzmsYTZLFIRNT6vOaytrT2k/pRTpPfrNuEtFwUC2TbdK5IMIm8dwjqCSWp3aegqoamP0AAnwmdX6YUt4WQZmi1f+bgyn1I7GuTJLWCuZE5bvOoJRlLVSqMxeb3yMJNlUDULoPi0h4swL3WR5kNCtgLOZIUFoHIvLdcqa0UJcpdZXv1jE62jexDwCwsWsjUEzXZUpdnXHVgOc+HZ46jJyec+kfWnSt8ywbwyl79TBu2jm6E6dnT+OqvvIEXmkc6z7pYXTkzZSSNca24W3Y3LUZreFWiKDKTKnM6Kh+u56FDMmUNhjCTKmgrHYmW0RQVRDnCBYNk9xkWCRjTmQKOnM2l25aN02oWKBMKW+fUrvXnZh8l8fIIqCqXPK5dF7Dsg52511A3O7fueBgk++Sx7k2VLKZF4Ef0ge//hJesQyNlnU24USFQ2kl/LRWmmuItCCi76WLfVZoBr98ly5AWZlSYfmuym+29uFv7ERnPIy3X70cADDQVt8VkahPuIaxkS2wG7SonI7cTqQtiWg8Un3L74pH7EQMUAr0eFlzgOyP2xhu8CO3pxJUVvUJr8qlkrHjct/lbAmT5TC7ssegiT7mT5RAk6T0flTLzKvkOM9rdETmW1ssxMRghmx3ZIEEhaZjIlVAfyubg2mppp09gUKRdtRMzwXsgDGfYQtKnQo7RqMjOkZTsIkwpdHagVHJENFgNjraNb4LndFOLG1eSpjSOjWlnvJdj33aMUqY/Spn3Oy0p6lS2X5QuOxPppjBn/zsT7C0eSl+df2vun9h+n7WoNTBlM4WZrF3Yi9+85LfdN82A1zlu8GIlO9KVEM0KG0KBTCayHGPN5okDpGsEllnFpz3gpwt6sx1L35NZ84HeFvCiNbdich3eU1NMgWdyygDcMr0+BYC5UEpO1MqLN81WFvPiAXZpmli15kZW+L4vptW4+N3bqj5m1rIRke2fFeAKeWW72r88l1nSximMYTdd/kTfScm0sgWdIzYTClbqxZNtJUFB1Ma9NHOy1bwuHgP/N5t6/D+m1fbf1MmSYQpzRR0dDG0twFK/e1Fkju8TGlJHso2VuW+BzmMjnivDVmBpGVjmFKyT11x757qfmtK//fDN6CruX7Pdvv8CMy5sSRhuVjlu36Y0kxBr3m8/KIUlKaADak81QAATRBJREFU7jV1318m37VkucxjBGOlYKYG7IARZpVhjxf2TOzBlu4t5LOFTF33XXf5bsBTXrVjdAeWtyxHb1Nv6cn8LHDiZ8DW33D9jKsM12V/tg1tw1B6CF+49Qve9Z65JAAFCFf3l1bh4r7r6If6wsgLMEwD1w1c575tBgSUADQafBoGCUSpfLfOuVnokPLdBiNh9w3li/ebIgE7m80DHtkKUJJv8cr0AEu6ciHJd3VOCZhoSxjOrD5AWFmumtK8xsxQUIgGIk67f5bFmo/yJwCWfJdhnJJxCt9Iw4kc0oXSMWiN1u/3Slg4rmHOGyoXnSyw5wJnHWGBsVetE7Q2lLclDK9MWMRsbSpdQCqvYThBg1IWptRPTanGHIzwykKdSNa4L7VEQ2X3EGqQlRe4R+SKHDWyPhKXJTUA31isyYMq9905bAnj1v+7HvyYx1UaFtZSTAUEE4qJbBGhgIKVXU1MJox+5LsjHFJ7oJSsE0m6pPMamjjvszyw6z1zybrtYICKrg2FNNMYs4VZAEBTyGJKGd13idERle96Bz6JfAInEidK0tpi/aDUVb7rUVNqmAZ2ju7E1v4KV9wjjxEZ7qY3uI6hKLWY0pJ8d9vwNsSCMVzTf433F87NANG2UmatYpwqhU6wJN/dNkS279pqhhGDzYM4nTxtb3NvOIz3jz2NlKLKljAS5UgKuu/Gw0GbqeHBSCKHfgYzDgp648sIBMBZDlMOv+Y25wPc8l1hppRfTslraiLClNp1hJzzzhmUspjP+GlfAFhGRxz9UHkX7kfGUmV/szDnC9ldWoQpjdlzgVe+a/C771otmLiZUk6jI4UzWMwVdWQKOlJ5DSOJHJojQduJud44gqVwyBYNZvVJgFMWCgBHx2bxji9vx7C1cGe5L1EmKSfIJLFehwKCv1fAWTfNW1M69+67vL4NNEjkawlDHv20hGFx5xZlSpO5ItpiIWYFF72G8DrbA3AkkBiNjnwYeWUKOnOplAhKTOksEGcISp3XuEKq9pst7J/aDwUK1ravtVqJ1GFKna61gfryXbt/aI/VP7SYqe++68qUKq7uuztGdiBZSFZLdw88CMR7gWXuwaSrfNeFKd0+vB1X9V+FkIdhEgAgO0OCUo9xyupWgdJx0/J4fvh5bO3bWnv7dXBR50UYy45h+tGPAXoe329txrbsEB5UsjDq1PsudMigtMGgGUKerCdgMaV5vkDRNE0MczKldAEkUi+UKerMmWk/DdjPFwqagaCqMNfWKoqCoIBUTyQTHlQVLlMOzTCFmVLem7O4fJdrGBtFw2SSiIoyL0dGZ8v+ZgnmFrR8l3PBDpQSJiLyXV6mNMTJlBasiI9HQgmQZFOB0UwJACYto6tUXsNUusAkOwSAgCKecMlx1Onz9i4GgBdOTOMXRyfx8ulpAIxBqc2Uihkd8bKXQvJdzsRLyG5zwzrnxGtK+VvC8CtpSgts5o/YsJUUjr7ZX/uNq/Gld1f3YxQtw0lki1xmj/T8sJqfOTGSIIEcO1MqLk9P589TTalhMNWUqopaCoAYmdI943uwpn0NmsPNFlPKI9+tz5TuGNmBoBLElu4tQHqCBKWtS+ruB1BxHXUxOkoX0/jEc5/AYPMgXrv8teUbGT8ILN1a1+io/MkgAMVmSodSQziVPIVrB+q44uYSQKzdcxwvpnQ4O46TyZO4bom4dBcA1rURaffhV/4fDC2PZ2Nk7n/VmMAbI7M4NnPM1/bnEzIobTASWb4MIUU8HEReM7gCnmRWQ7aoM9dSACXbeRFWNseRBfdrbnM+UNAM5npSCpGFoZB8V1WgM9IvlPXmZkptQxPxmlIe+a5oPVxRMxBmMjoSM045Ns7PlCqKItwPda5BGS7WdhmAuHyXJAw4jY54W8JwKhooYuEAskX2RN9UygpKc5p9HWeBH1ltpqhxOZqL1vadmCAL1hYGKWVAVRAKKEJMUq7IwZT6Ckr5JOqB88mU8raE8cOUChRF5Is6FKX893Tz+h7ctqmv6r2iZlTJbJG5dzpAgt+AqggZHQ0ncoiHA2hhTMqGBYNS0zSFFEk8sINS02RiSmn7ERNgCkpN08Tuid0laS1Dn1I6BqvR0UujL2FT9yYiDx4/RJ7suajmGK7SWhejo0dPPIpzqXP46xv+urreM3kOaB30HsONKVUUsk9Wq5btw9sBoH69Z27Gs4esu/suOW7bZo4AQP2gtw4uypI1y+FwGAcmD2A8GMQ18eUYQhFBsyQDX4yQQWmDwXsxpqAXugwHUzGc5MsQAiWHP17JJmDZ/XMypYwu5fOCgs4flIYCqrB8l4e5CgbY2z+kHT0IeSBcU5pzMKUMkkq/NaWaYTAFv3TOsTLMFEdGU2Xt4FjOk+qDHZtriDCltuMq53XBT0uYuZbvxkIBruvcZJosTDTDxGgyxx6UqmLO6QCRS7MGpUGBljD0t3pyIo2WSJCZ8YsEA1zJKtM08eWfHUdRN7nvEbz79PTBMRwambW/JwtCvH1KK2tKudx3+UsvANGWMMwfsZEt6ogGA0yJc1EzKp6kDkUoIBaUUl8NViKAXut4jY4KupgiiQfp9CgAoMkwmWpK4by3MgSlp2dPI5FPEBYTIAwhK1NqOoyODjxYCjgdyGpZ7J3ci619Fus+fpA89tTuWWwHjKgISisWkNuGt6E31lvaPkU+RdjLGoysa+ALkICRtmoZ2oaeWA/WtNcxmaoh3+2J9WAoNWT/vW9iH754+DswAWxPnUB3rJtIp32g6+gz6NJ0PNTchD964W8QNE38w8pfwbeaLsH3k2ZJOr0IIYPSBoNXtkJBJSGZPPsiasSqpeBhSmMCwS9FpqAjxhj4LJaaUt4FtYjTZr6oIxJUudhzHkY2Q3sQcvZPiwmaXpXJdzmCRWH3XcaaUlH57pnpDNb0lFz0WOaEn36/cw2RljCKoiAaUrnqCHXDhGnyu+KGOU1NRN13Y+EAlyKE9qkFgKGZLPN1PBRQUBBgFQEgy2N0JKDSoL/V6QzffSkSVLmY0hMTafzNQwcQDqjYMMDWe0/UmOyj33kFX3iGyNNYez/bNaWC8t25dN/N5DUoCluNJ4WoHwBAkqTMDLPgtTspEJSSRAjf/pimiT3nEljVXe2C6j2OGFNK12ZzyZQeOfEkmgwDPeE2oHtd3ffbLGYgzFRTunt8NwCr3tMwLPfd2uvHsmCOyneP/AT42hur3vvC8AvQDK1U7zl+iDjU1mAwAYe01jnNlHL5rmEaeH74eVy75NrqtdTsMHmsMU5Zv1UngmFAy5e2P+Cy/UrUkO9e1HkRDk0fspPWX97zZXx+/1exKxLG9vRptu3Xw9kXsKFQwL5IBDE1iM+PjKMz0o7NoQ4EGFsDLVTIoLTBELkYA0DcCih4HHhHOBwiKegCiJcRAficFUV7YJ5PiMh3Q5yuuABfQ3mKgMI+DmVK+eW7lCkVl++ywK8Tc9Fgq1sUlZolskWs6SlJgVhqjEX7Cp8PlExg+I2veBaFNFjkle+WmFK2sUo1pfxMKc/+OIPSZE5jVrw0R4JIcyQTKUzT5FKfBBT+ljDO3ypPUBoNBbgW7ckcuW998V1XuMpA3SDSYss0TSRzRfszrIEcHUu0JQwXU8ppgpaw1FU8fcNpb9HRJH8bORGH5PPBlDZHgkhx/o72nkvi7HQWt1/MNueA0nWRlym1e/3OYU3pnvQ5bM4XEPjDw0BLf93324FWOM7ElL40+hJawi2EqaMS3EDt2vmSRNhhdOSCVCGF+1+4H4PNg7iq/yry5PhBoHs9UCcIswPfGkzpwamDmMnPuEtfkxYz2TpQfz8qf5sWU3po6hCm89Ns9Z415LvrO9ZjJj+DiewECnoBzw09BwD4u65OTOs53/WkAID0OD42NY3Pjo7jexs/hOtzOaslTKhuD9mFDhmUNhjJnHbemNLhRA6KAvS2sPWFAxwumwIZyUxB46gpXdh9SmdzRWQKulBNKWtLmNlcEYdGZjGWzHNlwck4KntNKWVKueW7/OY2eU1HrmigvYnMcRYmym99cVEzmQISWjfGs3Cn+7Oy26MfmQcWhfsuB1MKkAU+z1woCLZq4W3/QCXCvNnlJk6mdDJdfjNnXVQ3R0LcJnWabmA6U4Rhsss2AyLyXUdQ2sbRpiwSVLnmQsoKSpsjfHWEAN/vKFPQy5JbrHNcURQu9UnBNlIi2+d332V+u7Vm4Lt2U3XUsEBvcx4zKpHkMkkc8O9TSzSIVJ4v4fnI3mEEVAW3beQJSsXcd+m1hFeRZCOXqP2ylsOhwhS2aA5DoTqwpbXhZqagdMfoDlzZeyUJZjVr7nAxpY4Atm9z2fu+e/i7OJc6h/tvup/0QAWAicN1pbuAR72nWh6UbhvaBgDuQZ0dlNZgZO11SEUywmJKtw2T7det9yzmyLHzkO+u71gPADg0fQg7Rncgo2WwsnUlDkTC6As04abBm2pvnwXpSaxuXorXZLJQMxPWfkSsoHRxt4SZu5TPLylITSn/YaU24zxM6Wgyh654hEvWZteucjKlBd3gW0At4D6lpmni9s88i+FEDhv6W7g+G1TZa0rf89UX8dIp4np5UR/fOKGggoJuwDTNuotx4ZpSASfmZJbMz/7WKGYyRSYjmZKUm+vr2chpbMmDgECNGt2fpe3sagM6lqi5zVxDlCklxkDs7IEmyGDSIJZ1UUgcfvnlTrFQgCv5Ni0alEaDSBU0GIbJzHb92zPH8LVtp+zvyQIRkzVnUMrjdRAOqlxMKQ0mWFroUIi0hElVBP88CZGgqjC3HKFBaUs0hEI6z8ViUkMq1vkgwipSppQ6z/IgVzSYTdDsc8TR8yiV16AbJn9bvEiw6vzWw9OHxnHNqk50xNmcsgGH0RGnQigjeJ8FAIwfBv7tGuADzwL97vV+B6YOQIOJS0z2fbGDuXBTXfnueGYcp5Kn8OZ1byZPFK25w2h0RJhSx75r5QmR5849h3Ud63B57+XkiXyKyGpZZMhu7rsVRkfbhrdhbftadMdcam2T58hjizdTGlSCiIfimMhO2M8dnT6KiXAQ1+p5bBsi2+9p6qn9ZWlywUO+S4PSh44/hGMzxxAJRPCl27+Ebf9+Ne7Y/EY0RTtqb78eilmgmAa6rgOmTwKpcfJ8IASoIcDgb/e4kCCZ0gYjldfQLBCU0obMPP1DZ3MaV/YbEG8Jw9vWZCHXlCZzmp1h5jGDASwDIsaFzUgih+tWd+Hf3nEFPv+OK7jG6WmOIK8ZmGW4Sdvuu5wZ3JJ8l30uUDkgzdSzMaXifUpnMgXMZIpY0VW7+TYgZspB94dX3UACuIVZu5HMkRo1VjdKCl52rGRAxF9T2hQOYDrDltEt6gb3GIB1jjiZUmf+h3VR3RIJwjT56vTPTGUwkSLGSjxutaI1pQBf72xeKTeVXfIEpaqANHQ2V7oehoMqV7AY5HA0pyqA1liQO+lCVSSsZQ4iQWk0FEBnPCzElOY1nb2mVIApnU6T/e5oYg+uAEu+m+NbUJ+dymA9Z8LXlu9y1nmUFEkCTGniNGH9Zk57voXWe24JstVkAxXy3TqOqy+OvAgA2NpvmQSlRshjc22Wuer+/aFtwLJry8bLalnsHNtZ7lqbT5LHps66+1HWdsZ+ssSU5rQcXh592Vv6mhwCYh1A2HudoCgK1nesx+Hpw/Zzf/fC3+Ej0RwmihnsHN3J5oqbmyGPHvLdtkgb+uP9ePD4gxjPjuOvb/hr9Mf78Ss5A00CfXirkJkkj52WGVN6jDwGIiRpIJlSCQpNN5DXDKFMms2Ucsh3Z/MamjmdfmOCLWHoApynfQGwMPuUjjhu5CLy3SJzraeGdX3NuPsS7+ydF6ij8kgiV5fhoHOGd96FAgpUha+mlLp59nMEpX5qSo+Okezvut76Cw8RUw66cORdFDaFAxhLLswm1clsES2RINeCHRCvKWUxu6pEZzxcVsNZCwXd5DY5AviZ0ql0AUvaYjg3QxgEVvkhdeNM5TTmoMz5uzkfLWEAvjke4WVKresCT0JWxJjMKZPmTyiyq1ycTKnKKRvvtFi7yXSBicFLZIvobWE36qHob40K1ZRmC/w1pTwlEdTFmrXPL0VzNIiz0+ytLGZzRczmNa7uA4CTKeVbA9mKJBH3XSqtrSGxfWn0JSwzg+iO1g/iKChTaoabam47XUzjX1/+Vww2D2JDpyWnTVJzoNo9RKuccfs2kXY1U8ft97w8+jKKRrE8aKTfp7J1S60xytq1lIyOdo7tRMEoeLdqSQ7VNVMCCIv50PGHYJomZouz2Dm6E7oC/JV+DgUU2Oo9szPk0YMpBYA/uPIPMJYZw1suektJyhwI2f1QfSFtMb1dloNvatTafpj8kzWlFz5+879exP0PH6j7PpopF8mkUaaUJ7OfyhW52ZBQQEUooHCzPBlOptRvb8q5xLBD8sT79UKqiod2D+Mzjx+u+95MXhdutN3fyl4zJMqUEsdV9kBk77kE/vB7uwAAg5bclWU9SWMjngV1UTfwwa+/hB+8TGQ5a3vrL9pETDmSgkxpPBzkktqfTyQFHcCjIV6mlBxn3lYtANAVD1fVcHqPw++SDZDrcLaoMzP0U+kClneWMu088l0AXPVwzrnDEyDwXK9obR/FXBodUdllnOMaJGJ05JR38vR9puOxthwpaAZUhSSLeZlSGpSyJl1EzRH726JcTOlYMof3/r8XMZzIMR+7gMA5ovvdGWf3ugCI4oBHvksDcp7uA4CjJQwvUyrYD5wMRoNSd4mtYRrYObYTW3XFs1bRDXa9ZyheU777n3v+E0PpIdx/0/0IqtaahEpeGZ1xy66joaYypnTb8DaE1BCu6HUowuj3CdcPSukYVX1KTXI/2j60HUE1WHL1rUTyXE3pLsX6jvVIFVMYSg/huXPPQTd1dJgqfooMOiId1a1m3EDlux5MKQDcuepOvPvid5cCUqCsHyoXijng2+8oteChNaRdFlNaKd+FWdXfdTFBMqUMGE8VUNBn676PmhSJZNJEakpTeQ29LXwXZIDczHmt5LOcvdT8Oq7OJZxMKU9mFigF2//y5BH83m3rPd9X0AwUdMM+r7woMaX1a4YoU9rEuUgD+Nik7ccncXw8jXsuH8Sv37AKqbyOX79hZd3PtUT55GwAacnx6D4iL4qGVDsIrgUROSBlfttiIXz1PVdhJsu2kGyK8JnonE+IyAEBMhcmUuxZVk2wVQtAFu7jKbYbdFEXqymNhgMwTWL8xLIIn8kUcNXKDmyzCAAe+S5QLi2tB6ehHZfREcfcThd06IZpuZpq/EwpR4JiNq8hHFS56piJeRVfItZ5jMVKL9jlu+GgimgowOW8CziDUrb5Lfp77W+LYteZGeb3P39iCk8eJFK/S5exBT5d1r7wMLI02dTFUecJ8Mt3aUBOE7isiAjWlKZ9rO/qMaVHZ44ikU/gypwJdLYzb7Yk363NlD579lls7dtaqvcECLuoBoF47RpK1/KbcBNQKK2dtg9vx2W9l6Ep5JDP0u/DEJQ2BcnnkoWk/dxoQIFq5NFDt99TsX0n0uNA/5a649B6zydPPYnHTj2GjkgH/qUQx9PaJN7x+u95b9+JOvJdT4iymFPHgYMPAoNXAj0XAWlLvtu+gpw/Kt8NRko1v3oRUOeuddFcQjKlDBhojbIFBz4yabb7LhdTKli/yllrBZTqDtlbwpDHhdgSxpldHuWUYB4cqZ+cAEoLrSbBRtu9LVEoCjtTGgmqCAoEB4QpZbs5J7NFKArwT2+5FPFIEB+/a4NtuFELdNEwwrGwoQZEAGFJWaSofuW7r9nQi1+5fCnT5+LhIFf99/mE6CKXV75LmQaeHo4UnfGIXXtWDyQoFZPvAmxBD2UVe1oidgDM3BLGZkrZ54MoUypSL73KcpbmCkp5mdKcxq3aUVUFrdFQmRlT3XH8yHdVldnxmfawFrmudlkMIYsSIFfUkdcMIWXDQGsUk+kC82/WmYxldYPvao6gMx62yyhYMG0zpfzyXZpIYcGw3aedz6QuGFChKgJ9Sn0xpdbx8wgcd4zsAABcmUrWlIVWwpa9hryD0onsBA5NH6qul0wOAS1LSou1emM427WEmmyjpMnsJA5OHazePg1aw/VVTt2xbrRF2nBk+oj93O9Ec/hQ4TimclM4MHXAu97TNImkNd5VdxwalP7jjn/EoalD+J0rfgeXh9rx+/kw+uKMDs4M8l1XiDKlNAiuZErjXSQwtpnSsMWUAjAWb12pDEoZwCqTKTVX5g9EwkEiq+VpLTCbZ69hciIWCnCZcgAOO3TumtKFF5SOJnPoaOJfBFSi1s2z1NNMLFsVDqrobo6ULSRqjSWUvQVpqZBjdEFNCNYqxsIBtDeFmPbFORYFSz0p4JTvsn+3hGW2w+NMCpDfeK5oLEgH3mSuyL0/gBWUcrRJoAv8sIh8tzls157VQ0ETqym1ncYZrnVOx1B6TWVvCVOqKWWFSE1pQOFrCUODPdruiKdFR5STKRU1+GuLhbgUFLR2FRCQ7wYUaIxGI3nNQDgYEGJKO+Jk3lS6ObuBKjVEglKqpmGtbXcmBaMc96W1vc1cQelUuoCIZWbGA/o7YlWLjVr3k95WPpkwQMyOeOW7aR/ru1ry3XQxja/v/zpWtq7EYDYhJN+t1af0heEXADhaqehFYNd3gMSZmn09Kbzlu2nANPH88PNk+5X1nhzyXUVRcFHHRbYJ0XBqGAdUA4fMHP5917+Xf/9K5JMkCGtyceWtQFOoCb920a/h3g334uF7HsZb1r/FYjA5gkVbvst+ngDY/VC5QYPg8YPkMTNJ6m2j7eQ7FCyihNaUAova7EgGpQzob4tiNqfVzYRnfAYiTeEgM1NqmiZSeQ0tAguBWDjIzZSenCQXvK5mthuA6sNxda4xnMhhWWcTuuJhvPPa5VyfvWtzqaF1rUVoqc5TXCHf3xplYhdPTKTRzWkqQRELBZBjnAvJnIY2wWC+v5Wv/inpWHxev6Z+BhQQS4QkskXEQgFuwytaO7cQ2VI/TGm2wL5Qo26UvMEBQJw5c0WD6fiJuu9GOZhSWnvZFgvZCR7WQMEOSnmY0jw/U6oKMqXXru5Ed3OYObkD0GQVH1MqkiBtjQX5glJfTKnCZXQUCarYONCCi5ewu6GS7xVAcyTIxJTaNe0C9/FeS4EyNst2XRVhSgFgXW8zjoylmO/lk+kCOuNh7r7CdC3DmtwZTubQFQ8LXX/CnEkXADgxkUJnPMydpABQU777uZc/h6H0EP7vlX9AOEkOWagdMFKm1CXpsm14G1rDrdjYuZE8cfhR4IfvB079oq7JEeDhjBuKERMivYDtw9vREm7Bpq5N5R/kkO8ChMU8OnMUuqHj2bPPko9CwTcPfhOd0U5c3HWx+wep8U+8flAKAH9+7Z/jT6/501LrF14Gc+IQkTwz9pK1YfVD5QYNgieOkPObngCaukgtmZOtDYTL5buLFLKmlAEDDifUWoYrGZ+SzXg4wMyU0ibiYkwpn6EJADyyZwRreuJYydCaA1j47rsruprwwG/fyP3ZL7zzSnz/pbP4w+/tIot/jyCt5Igrruvvb4vizFTtmtfpdAHbj0/hAzevFhqDhx0TDXYAsi8jSfaeenSh+tzHb8ESxh6itikHR0+9ZE5sn5xy+xYBVnIuUWte1kI0xLdQowkT3pouoFRvNpkqoKmz9jWMGB3xLwTpOWIJSp2MeXMkiJZIkHnx2SIg33V+J1bmxZanc/S/BIBLl7Zjx5/fxvzdABJY8daUityLeJnS2byGUIAEl7x9eEMB1a6DrgdaU/r+m9fg/Tev4RoHYHeXFnX/dn7GmcCrBafBH2tLGIAwpYlsEeOpPJOHxZQVlPIizpncGUnkmMpH3BAJqlxMaV7T8eSBMdx1SX/9N7vBIyg1TROPnXoMr13+WlwRX0aeFJLvxgCYgJYtCwJN08S2oW24ZuAaBGiN4ZjDtJPBsTYSIERExmFslA9GEAAQyKewbXgbrul3bJ9CICjNalnsn9yPB48/iOWGinsDXXhp2aX4rct+q3r7FLRFCgNT6gqeWk8tDxx6FLj4TQLjCDKlVL5bTAPJs2R/aQDuTGDYRkeQ8t0LHXZNXB2mx69ksynCzpTSC7eIZCoWDnAxPJOpPJ4/MYm7Ng8wZz8Xcp/S4USW27HPCZrVrrWYKtUXi+d9Bhhk44/vH4VumEJtZwDquMp2c05kxWShANkXEfkuz2LNdvnlZEp5ZI0UlCnlkdvXQ1E3qtgIwzAxNJPFLOPCM6/pyBUN8ZpShgSFaZrIa3rJaETgt8TjUOq7ppQhuHLOt5ZokEtOGeeU75qmKVhTSh5Z53fSR8ATDfG1hEkLqnbaYqEyh+B6SOU0tEZDaIuFuAIrgCStWBNWBU0XcnymYA1Kae28n6CUNagvY0o52EXKsLNKeCcFg9JmTsOw4URO+D4eCalcRkfPHZ3EbF7DXZvF7rNeQemJ5AmMZcZwXf81QrLQktFRzHX7J5MnMZoZLa/HpLWJAOntWQer2lYBIGZMALl+veX09/H3XR04OX0EI+kRd2mtLd9la3e0vpPUe77rkXfhlfFX8HYzjncqbfjMaz6DdR3rvD9oM6VsiqoqBDmCxWNPE7nspjcJjCPIlFL5LgCceo7UAjdZ++qcK8FIib1dxEypDEoZQAvph+uYHdk1pX6YUsZg0Q5KhZjSILIcF+TH9o/CMMGVJbStyhvQK7iRSOU1JHMa+jnNEZxgyVCXnJjFmdK+1igS2WJNpuepg2MYbI9xS8wookF20yvR1gUA0N8aw0SqYPf/YxkrqCpcdUmKoiAUUJjHAMTZXxFjslrQdAPX//1T+PaLZ8qe//Tjh3H93z+F6//+KeQZAka6yBWRA0aDARR1sy6b9OjeEVz510/g8Ogs2mIhocRLZzN7UCrcpzTMLrGmC/vWWAhd8Qi6W9jr1EIBFdGQyszw5DUDhknOUTigMteUUsMd1rYmY7NkASTCmkeCAWhG/blAkRJkSlujnDWlVu1qf2uUuw6Tt08pr6Tfia54GJMMTtbOeccLOyjN1D9+umFidLa0IOZlSgHg2Li3u6sTU+k8t/MuwK84GE5khRJiAHF+znMwpQ/vGUZLJIjr1woGPh41pduGtgEArnv+a0Kurra0lrrGem3fGTQ6g9Km+j1RO6Od6In12PWeh6cP40R+Cv/bHMdPzjxFtu/WP7SQJsxdkG0urG1fi5WtK3HT4E34/uu/j3eYLWzBlV+mNBglbVdYcPhRINIKrLqZf5xARKxPaS5hMaAK8MMPAEM7S+1vmnvJoxok27eZ0oVXVsQKKd9lAC2kr2eL7pcpjYUDZa0CaoFm5YWC0nAAWQ6m9JG9I1jR1YRNA+yBz0JlSo+Pk4s2daQUAV3kzTVT2mPV706k8ljW6S6bPj2VwYb+Fu76HYpo+PzId2lGezSZ89yXyrFaYyHu/Vra0YTTU2yLJ4AEcUva+Rc2dgunBjGl46k8xmfz2DeUsJ8zTRM/tPq0zuY0TKQKdVvj+FnkxsJkoZrTDDTXCAJfODmFVF7Ds4fHhZkKW77LwpRq/phSllIFZ2ugv3j9Ju56s+ZICLOMc4HOmQ+8ag1uWNvNHPzQYzYxW8DyrvrXlacOjmHTQKuQusFum6EZTO6zok7w/EZHJPj9l7ddzp3wC6nsRkdUviuKzngY+4aSdd/nR77bYit26s+7yVQeumGiKUxaWbG6EANAT0sEigKMz7ItqKfTRe4epQD5DQFsioPJVB4zmaLwfZzI09nmQlE38PiBUdy6qY9bMm7Dw313+9B2LDUDWDp2QMjV1ZbvBqOu2982vA2DzYNY1mJJgw0dmDgMXPfbwLrbgBVsJUzrO9bbQekzZ54BAORVFf9x5HsYbB7E0hYX1/pCmlm6CxCZ8I9/5celJ2LtpV6qtWC70QoGpfEeIo3NzwKROnX30yeB7nXMgXYZgmFAE5TvtgwAb/gskDhLnlv9avJ44+8D/ZcA7ctJPanNlAqMs0AgmVIGREMBdMbDdaWUJYdaUaY0eF6Y0iaO3pSJTBHPHZ3AnZv7uQKEhdqn9MgouTms62OTlLiBRTZF54IfppRF4jiSzAlniwHCjrHenGmgKAK77ypjWxjRAHhND59TpKgkucTCNYYppdcWp8Ru77kkzs1kcetGYlU/xcG8iMp3gfpBHD2+05mi8Nzj6eVY1A0hh98mjnOUdATzg+0xrO7huz60RNl7LNLv09caxWXL2pnHYFXsAGQevXRqGncL1sDRucAq4SU1pfxzrjUWQkEzmD0OKCO7treZuxUIn3zXaIh8t545UMnoiP/YhQIq4uEAU00pvb5stBLLPImAgKqgPRZi+q3mNR2pvIYuAeO9Umul+t/tyBi9j7ObdzkRDqpMyhOA9OeeyRRx52bBelLAVb5bNIp4cfRFXFcEYftSo+QFDqY0oJDfaYEGSY7ta4aGF0deLGdJZ04Rtq5nAwlsAmzrx/Wd63Fs5hiyWhZPnn4SlzQvx6syWayO9+P+m+53XxsW0szSXVc0dZV6ctZCegIIxrgC4DLQutrkcP33JoeYzKFcIcqUZmeAWBuw5jXAFe8i/9qtJENLH3D5O0vMrZTv/vKgv7V+TVzaMmEQzbA2RYLMzAutuxCvKWW7ID9xYBSaYeJuzlqK89WnVDdMfPx/dmM/Q1YaIDezUEDBCga2zgt0AeHWX880Tfzlj/biuWPkYuqHKe2gC/eMezCSK+qYShd81cdGGU2vaD89v0zp0Ayb2VEypwkFwOv6mnFiIs0scUwKBtpxzvYF9UCvLXTx+PXtp/Dhb+5EQFXwa1eRGxBLCxU/LSaoI+eH/vslnJ70NthyBv0iJkcASaaFA2pNpjSRLeJ3vvUyzkxnfMl3WWtKFQXcvTYpmiPBurLDzz99FA/uHhJW1PAkdn6ybwQAcKdgDRxlSutdG85MZfCBr+9AQTOEakrpPGXtVSrqOA+QIG7fUBL/9JNDdd/rV77bGQ+joBt154So+zcFK9NMrytU7cSr8GCtkaWS5bmuKaXXoHU1jCdrIRJUmco8PvfUEXz8f/agKRzAq9b3CI0FwDUo3TuxF+liGtdmrOeoARFHTenyVtI94GSRtAUpZhN4x8PvwCMnHrG3XyatHbPaivRs4Pr66zvWo2gUcfcP7saBqQN43cD1+NzoOL5/6R/i8t7Ly9+cnQa+/14gcVo8UARIUJqZrM9sOI1/RECDTBZWNjnEZA7limBEnCllTVRcAPJdGZQygsV0JlPQfQUhvS0RjCRzMBjqXujNrkUgOx0LB5gz0wdHkoiGVGxZyteTqaVG4NZIDM1k8e0Xz+DB3UNM7z86NotV3XHuhuhONIUDCKqK62JgKl3Af207ZX8foUbbFqhcz4sho3JyUQdCwGoDwiFvFGVKl3c1IR4OYPvxKab3EwaT/7e0rrcZRd3EqRpBFUWuqGM2rwnVP9ksHKPcvh5GKpjS7+04g3Rew0duWYc1PeTGzmac4oMptfbpxZPT+MovTri+ZzZXLLsOijKliqKgpyVSUxL40O5h/HjXEHJFMfkuV0sYwR68FPFIoCZTapomvvDMMXxj++lSv0POAJgea5bWSg/vGcb6vuaabvG1EAmV5Lu18I3nT+Mn+wjDI1K2wmvWI1q7CgD3XDGItlgIX99+qub70nkNB0dmmZ3m3UAdw89M1U7CnZ32abrHGJSOWOz6B161GvdevQy/e2sN4xgXdMUjTDWyL5wg1/f1AkokntZKR8dSiIcDPoyOAnXndiqv4bNPHUU4qOIPbr9IqPWMDZegdNvQNihQcE3CYgNPbycBaYhdAUANgA4ZGUBR8fKxh7B7fDf+fde/29u/uv/q0geOPUVYxT6P9ioe2NK9BQElgO5YNz7/2s/j7StfR14ouszvU9uAvd8HTvwMCIv/hhDvJsyiS2/XMtAWKaKgvVqTddaQuSQxORJmSjn7odrjcvSuvQBawsiglBGkpUV9ptRPC5B1vc3IFQ2cY2CTaBNxIaY0RAxNWNgk4nAX467tY3Us9gu6QDvCKNk8Opbi6tfnBkVRPDPU9PuYJjFTEFlMU9Qzg6Fj8crYnIiFSIKCXWYmtiCMBAO4ZWMfHts3wmSeImqqRBfhR8dm676Xzs0BxpYzTsTDDWZKrWvLZLpgO9vetqkPv3vrOnRZ9Vlz3WIi6mBrvMx3KEPRYdVV+1lQ99dxZH5kb0lOJfI7ookDppYwgm10KOrVlI4kc0jlNRwZSwn3s6ataupdU8dn83jx5JQwSwqUWPNayUvTNMvOUbOABJW3rUkqp9kqBV7cc8VSvOPa5UhkizXNr545NI68ZuAuQUdzoFQecqTOdejoeMpXKQlrUDqczCEcULGkLYb779nC1NrFCVam9JG9w+hrjeDyZfVdXSsRUBXEQrWTOxRHxmaxtrdZ2EshHKjPlD59cAwFzcDf33MJ3nvjKqFxbLjUlG4f3o6LOy5Cm2H9xiYOAT0bSf9JRrSGW7EkvgSH02eBFTfgp+d+BgA4ljiGbx78JjZ1bUI7ZdkMAzjwY1JLyhksLm9djife8gS+83++g5uX3gyFynKLLslfm3E0fcp3LfaTuut6IeMzKG2hTGmdoHTWutadb6Y0O8POlAasBLtsCXPhY6Atiql0oeZNOlPQmZ0U3cB6IzswnMTuc8QQRaRmkRqA/HDnubrByEgiJyTRo+ZQLFl9P6D1VSx1hLmijtNTGWH2wIlWj1YGzgVjk496UoBICUMBxVPiSJlSXzWlIRWGCTy8ZwS6B0M/ksjhmUPjAMSCHYq7NvdjMl3ACyfrs6V+akoB7/lgGCYe3z8KwzDtQFAksKLnlremdDSZww6X/Xf+Ts5OZzGRytvntTUWRFD1ngcUZ6Yy+NkRcgMXqVFzmpJ5mbrR5M8dF5P6Kj8u1rWC0ul0wZbAAxDqUxoKqAiqCvYPJ3FwxFve/+zhcQwlcr7mdks0iNFkDk8fGnN9ndayT6TyODdNrlki94p6gTwAPLZ/BIYJ4XpSoMSUPnlg1DNg3D+cLFMkiJja0WP+i6OTnj2ZTdPEE/tHoekGqV0VTIwB5T3HvfDw3mF0N4dx1cr6zqReWNUdh6rUvi8VNAMnJ9K+7kdtsRCTGmk0kUNfW0RYCdDZXD8oTec1PHNoHHde3C88TnO0vgz+4T3D2D+UxFofyeVIqH5N6aN7R9DdHMFWH/MAo/uB5/6VmOgApI+ooSNVSGH3+G5c27Gx/P0967mHWN+xHoenDsPc8Ho8iyyu7NyEzmgngmoQH7n8I6U3nn0BSI0Am94otCvdsW67BY3N5roGpY7gzo98l0pyM3XqStM+5buhKAlqZ+sEpTTYPl9MqVYADj5E5Lus5ldUviuNji58UIlkLQfedEE8iwsAa3vIRZYuYLzw0W+/gh/sPIdwUBVyg1thyZI+9j+7setsouZ7RXuBRYIBdDeHMZJkqyEUBV1cnJpM15Uk7zozA8MENg74Y0oB7wz1sGN+xH1IuQHCyJIMtfuFzE+fSAoqSfrwN3fiGY8F9acfP4S/eYjUu4jKdwHg1Rf1IKgq+PmR2plP0zR91XoOtsc8mfNfHJvA+762A88eGbfnjoj8OWwFPLy1WZ98cD/e/qXnqxb6I4ksAtZCbvfZGZhmSW2gKAo64mFM11kUfurRg3h8/yiWdcaEatTWOMx9vBbtx8ZSCAdVvPnKpYiGVCGZHkV/KymJcEuMPX5g1HYLBSAst4+FA3hk7wg++u1XXF8fTebw7q+8gBdOTAn34AWA1d1xTKULeO//e9F1TjiDE3rNFbk+9LdFy64xbnh07whWdcdxkaAJDFBiSv/pscP4xvbTru/5xVHyO/78268AAC53dgqqvPj044fx1w/ud33PztMz+M2v7cAPdp5DQTPQ0STgfGmhr46CJ1fU8fTBMdy2qd/+PYogEgxgRVe8ZlB6ajINzTB9KXdao2xB6XAih4FW8QRSZ1MY05lCzdIiyjD7Yeh7WyI4MeHtnn5iIo3f+sZOTGeK2LqSn42laA4Ha7oWZws6njo4hjsu7vM1D3BmO/DYnwOmjmysA3/c04XjE/vx4siL0E0d1zWvLH8/Z60nQEyITiZP4r7xp3EyHMLrlFb88I0/xMP3PIzrB68vvfH4M4CiAutuF98fCsq0usl3GxWUsjCluQQJJttc3H950LqkPlNKXxcNSoMR0qeUNXn38teAb7+dBP7MTCmV78qa0gseVCJZK8Oayeu+agjbmkLoaYnUlKIWdQPHrLYmPP0Ynbj94n48/JGbAACHR7xZWcMwMZrMoU8w6OlnqMP1C7p9w0TNmxlAWttEgipuXOfDsMCCl3x3xOGM6WcuUHTGI54Z6pFEDi3RoHCNFVDeRP3QqPtcOOSYI37YpKZwECu7ay/UAMI+aoYpPNa6vmbPxA7dl0Mjs76CekVR7PYKrKAL3oJu4KkD5QmA4UTOTpa8fHqm6nt1xcN1mdLDo7N41foePPH7r2L+Tk6s62vB8b+7G6/bMuB5nTsylsLq7ji2ruzEgU/e6Us6PtAWRbao271VnXh07wiWdsRwzSrCUojK4KlpyrHxlKts/PBoY+b2b9+yFp9+66UwTNjXZyeOjKUQtBa3u87MABBTUgy0RcuuMZWgDPNdnG7plYg4+lge9rguHBlNoaclgtdtGcDxv7sbmwf5fAeA8mPuNQ79zT60h8jn1nA6IztRcjB2n98/PTyOTEH3xTJTrO1trnkvp6/5ZUqZakp93McBIt81zNq1vw/vHUZXPIyrV4kzi7ds6MWLJ6cwmXJPxNK58M33XYN7r14uPM7qnjgmUnnPHq8/PTyObFHH3T4k3ADKgsyft3Xh4eY4vrz3K9g+vB3RQBSXhazfjOWii+6LuIfY1LkJuqnjXHYcf6G34lfP7EdntBOxYMW1eewA0LESiIr1NC+D3RfVZc3lNAzyFZRa8yhTIyg99Cgx9Vl/p/g4AJHk1jM6okFpi+CcCIQBmOwmRPt/VPo/a01p/xbgj44Ba27h/noLBTIoZQSL82GmqPlmx9b1NuPw6Kwn60ezq35xUX8LwkEVRysWUJpuIJEpwjBMTKYL0AxTuG6svzU25zWlo8kcQpa078hYCqZplv2jMAwTP9k3gpvX9/gK4igqZVN0rJFE6WbKa2Tihs54yDMYGU5khd1PKZzrVrdg0TTNsuf9LNwBYG2dli2pvGbXVIuOtbanGcfGU9CN6rlAg9WjYymMJLK+gvp4JFizNq0SdMEbVBU8uHsIiUwRiUwRM5kCRpM5uz0IDUqdAZ9XTRfdN003cGIijY0DreK99ACoqlKTwaS1XAB8BT2Aw7gnmS0bK5kr4mdHxnHX5n77PSLyXSeKuonTLvJQ51wc8nGtUhQFW5a2AyBzrPLYHR2bxaXL2hELBbB/mEiJhZjS1ijGZvOufgC6YeLB3UPQDRN3+WCrAJTNIa9ykiNjKay1AkRRuaZTDXF6KuN636PjU2ZW1HEVcHgdeNzHH907grZYCNeu9lGjZmFdbzNOejiBG4aJfUMJKIq/ILstFkK6oLuOYZomEpkiCpohrHiioC1eJj3a3NCE2+0X+2OY79o8AMMEHts/6vo6TfjQ35ooaKnU0fHS3Hbu1yN7h9HRFLKTYsJwBKU/tZQYPzn3Uzx15ilc2XclwrQ3KX1fD39Q+prlr8EXb/0iHrrnIbx1w71QR/cCk8dKbzBN8m/isFDQ64pAmATSbkzpbKnO3FdNadzBlHqxiwceIDWhg1vFxwFIoFmLKTV00qO0qZswniKg9Z5aDQkvPVfpCeDkL0rPRxiPYyBEjptIH9UFgjkLShVFuVNRlEOKohxVFOXjczXO+QKL82Emr/sORNb3tWD32QSu/tsnXLOS9aS9rAioCtb0NONIRXb6V7/wHC795GP48Dd32gGlaOAzwGAO5RfDiRwuX9aBgKrgwHAS7/nqi/iD7+7Cpx49hLv+5Wf2jeaVszMYTuQakgEHgPZYCBOpPAzDxI6TU9j0iZ/g6NhsmVzZj+kVRS2m9PRU1pd0F0CZHMstWBxO5JB2sIF+JI4AWQycnEy71vM8tm8Em//yJ7j9M88CgLBMb11fM/KagXv/Yzvu++qL+M+fn8CNn3oaBc2wF7hHxlIYSfpbqDWFA2XHph4e2TOM9qYQ3nb1MjxxYAyXfvIxXPrJx3DZJx9HUTdxUV8LWiJB7LHqxZ3n1i0oNU0Td/3Lz/BPjx3CqakMirrpa8FO4cVgZgs6zk5nfRuFOccBgF/9t+fwof/eaT//1IExFHUTd24eQE8zWQA0orGUG2t1ZCxlKxpETbwoVnQ1IRRQ8M0XTmPTJ36C49YCWjdMHBqZxfq+ljJWLCbg5jnQHoNpwq5LdeLtX9qOv/jRPiztiGHzoD82JOpgSo+OpapkmzRZ5cekByhnwL3ULvS6pBkmwkEVy3y084qFA2hvCrkmS/Oajif2j+L2TX2+DOoo1vU1QzNM13v2+762A59/+hiWdTT58qFojXm3UfmrB/bh0k8+hss/+RgKmuErgUlbvNz66Z/i7x85WPV6oxjmjQMtWNHVhIf3uPeMPDI6i8H2mO/EMr2G0XOz68wMNn7iUewfSiKv6XjywBhu39Tvy6UfgM32GQB+puSxKZ9HwShiJjeDezfcW6qXXHI5EGkVkqGqioobBm9ANBgFNr2BPHnggdIbHvlj4MuvBSaOCAW9rlAUwpZW1pSaZuPku+Fm0tvzib8EPn8NMWpyIp8Cjj4BbHx9qQehKNoGybnIeZSzfe2NwCvf8CcTpsFsrXrPp/4G+ML1wMEHAVMHtvwaeV71t+5aTPBP5bhAUZQAgM8DuA3AWQAvKorygGma7kUjiwDNkSBaorWdD9MFf+67APChV69BazSIzz51FE8eGMU9V5T/COgN+sHfuRGqT6ZiXW8zdp6etv8+MjqLXWcT6G2J4PH9o7hlQy8AcXfX/rYoZjJFZH0aQNXCSCKHm9Z1Q1GA/335HIYTOYSDKloiQUymC9h7LolLlrbh0b0jCAUU3LKhryHjbl3Zga9vP4Wdp6fx/ZfOIlvU8cArQxhO5LC0I4az01lf7YEouuJh15Yw52ayODCcxMfu9HeTeetVy9DXGsVzxybx3R1nYBhmGetBF/JffOeVpLekj959AJGqGSZwciKDi/rLg5sf7DyH7uYIfuvVaxANBfDqi8Rk1tQAgxoqHRklUt1fHJuwfz9Hx1IwTNOXUU88EkSGsaaULnTu3NyPj966Hut6W8qMpUJBFW+6bAl+engCTxwYRSwUKAuSuuLhKknbrrMJHByZxVS6gM1LiLzHb5AAlDOYTkfaY+MpmGZjxiDjkGOfLuh4/MAoptIFdMbDeHgPdfBsx74hskhgcf50w0MfuRGGAbz+cz/H0bEU7qjohHB0NIVNA634wzsu8sVYASTAWtUdx0unyDX1gV1D+Oit6/HCiSkkcxpuXNuNtljITjqIsIuUwXvq4Bh+w+EIemYqg+dPTOH1ly7B+25a5ZvFXtvbgv9415UYTuTwlw/sw7mZbFkwOJrMI5XXGpIE+e4HrkOuqOPdX3kBR8ZS2FhRm+pMlq3ujvur8UOplrkSzx2dxGxew10NSlxev4YwPU8cGMWmJaV9mkjl8fShMdy+qQ8feNUaX2M4W+o4e4MWdQP/+8oQ+lojGE2S64afBJxz2/+z8yw+dueGsvPQKIZZURTctXkAX/7ZccxkCmivSEweGUthTQPm3GB7DNGQat/ffrDzLHJFAz965RyuXtWJVF7DnQ2aB6eizfjXlgimoOGPE7Poue1PsHzd3eiL9wF7HgIibcBr/hS48j4u511XtC8nAe7+B4Abf4+Y5ez+dinYEqhZ9UTYJSjNzZDn2pb771OqKCUDoolDwLkdwDJHe5sjjwFaTti4qQwrb7K2+ThwyZvLX5s5DZz8GXDxPcANH6n+LCvqMaWGAbz838SM6tl/IlLrN32RBN3r7xIfd5FhrpjSqwEcNU3zuGmaBQDfBtCAmTO/IL1Kvet5SE2pv0CkrzWKj966HgNtUTy8Z6Tq9SNjKSsT3lZ2oxPB2t5mnJ3O2hLER/aOQFGAv37TZmiGif9+nhhciLJx9aRSfqHpBsZmc+hvi+LuSwbshUZBM2zJ68N7h2GaJh7eM2wvChuBWzb0IhxQ8eDuYVtq9PDeEYwkSjJMEWfkSnTGw5jNa1XM4qN7ydxohEzv9ov7sa6vGZmCjqGK+U2Z9KtWduDGdT4c7ixQpqhSEpgpaHjm8BjuvqQfv3HjKrz9muXCfeEqa7TovPjacyeRzGlY29uMVF7D7rMJDPhgD3iY0l8cncBsXsPdlwyguzmC+65fid+4cZX9713XrkBLNIS7NpOFULaolwUWnfEIkjmtTKZH23GMzebxnR1nAPiTAlIMeKhCjjagBs6J3paSDEo3TDy+fwTpvIafHh7HXZsHoKqK3Q6HpUeiGy5e0oZLlrZhSVu0ShVimiYOj81iXV8zrl3dhZ4WQVmWA85jQ3+jj+4dRjSk4tUX9fhmklZ1x7Ghv6WsFYtzrI/dcZFvaSPF7Rf342LrHlOpoqC/30YECFev6sQ1qzuJW23FOaJ9celxXefDvImCKHiq7+MP7xlGSySIG9b6v84B5F6+dUUHHtlbfh9/bN8oDBP46K3rceUKcbMewLvP67Zjk0hki/iz122yn/OjqqG/QwCYSBXwosNBvNEM812b+6FZLulO6IbFzjdgzqlUKWapAB7dR87Rw3uH8fCeEbREg7hhjf958N1D38Ub+zvxbFMM72vfgjvSGVzVNEgCUoDUS8a7CFPnDLj8YNMbgaGdJJg68Ww5+yfg7uuJUAwoVASllCVdeiV59CPfBcodcZ01lvTveA+w/Fp/YwDA0quB5n5g//9Wv7bfYp1f+xck4BeFzZR6BKVnXyQBKQAkzgAb30AY4I2vLxkY/RJgrvZ0EMAZx99nAVwzR2OdN/S1RrH9+BTe/ZUXXF9PFbSGBCKqquCOi/vxzedPV431yulp3zcyCnpxv+8rLyAWDmLvuQSuXN6B2zf1YUlbFLvOzCAUUNAVF5NR0sXt733nFV+urV7QdAOGSW62r93Qh798YB/W9jZjJlNEMlfE5iWt+NYLp/HK6Rmcnc7iI7fwNQyvhZZoCDet68Y3nj+Fom7iutVd2HacSHE2D7bhkb0jDWFKaYb6PV95ESEHS3lgOIkN/S1Y1e0jE+kAlTN9+JsvlwXux8ZS6IyH0dXsf8EOkKBJUYjb5nd3nLWfT2aLyBUN3LnZf3a6LRZCb0sEhkn6aR4ZS+Ha1Z142mprc9fmfvzrU0cBwJf5RzwcxAsnvK8HTpyaTKMlEsT1a2szCbdudGfyac/a+77ygi0p23VmBleu6MCeswk8c2gcg+0xX+7fFNSh9FOPHMRXf3HSfv7MVAYBVcHKrsbMOecCdllnDP/8xBF864UzloMnmQd0/k9n/Fncr+1rwdOHxsvOlWmamMkUfbWWqBqntwXACK5f04Xnjk3inV9+HrvOzOBV63sQjwRxiYAZUCXu3NyPf3nyCN71n8/biYv9Q0lcvKTVl7TVDTQY/LuHD+Crz520nx+1EhaNknJTt9rv7DiDVxyO8FSJcPfmfnz2qaN2Dasf9LcRZUjl73bHySncvqnPV012Je7c3I+/eehA2bk6PDKLFV1NDXOBB4BP/GhvGat4ejKNeDiA2zeVrid+gtKOeOmeEAmq+NMf7MFSa66l81pDGeYtS9sw2B7DZx4/jB/vLiVfipqBvGY0JCgFyPrnsf2juPdL2zGazNv38JHEObx+yxLfqiAAuKL3Cvya0ob3ndmH7vUfAPAg8OQngee/SN4w/ArQ6Y8tr8LGNwBP/BXwrbeT/qjhZqB7HTD0MtDdyKC0iTj6fv2e0nNZS3k3uBXY90N/TKkTy64FXv46MWuiOPUL4NJ7AbUBv1dVBTb+H2Dn18v3BwBG9wJ9lwCdq/2NEbDWUD/8YMkoyomZ04RNXXI5cOb5xjDAixBzFZS6aRDKilIURXk/gPcDwPLl4i5q5xO/cvkgZnOapwX7Fcs7cFMDnF0B4B3XLMf+oWTVWKt7mvHmK5c1ZIxrVnfhxrXdSOU1FLNFrOhqwgdftQaKouB3b12Hb71wBpctaxc2sdi8tA03r+9BMltksq0XwTWrOnH9mm70t0XxoVevwaaBVqTyGqbSBVwy2IZ/fuIwskUdN6/vwR0NCHiceO9NqzCdIZLDT75xMz72/d0oaAZefVEPEtliQ8wyrlvThatXdSJb1JF1mIAMtsf8N/R24JLBNtyyoRdT6ULZueppieA1F/U2bJxoKID7rluJV87MVM2J110ygKv99IRz4DdvWoWWaAgt0SD2nkvijov78LcPHUA8EsS7r1uJPecSSOU0vHaD+L7dfckAJiuOlxc6msJ45zUr6i5425pC+MPb12Owo1xWfN1qMg+I2y+ZB2t64vjorevw0qlpPHNo3O4d6hcDbTG8bssAzk1ny/atLRbCu69b0ZDFGsUf3XER+lujMEwT37CUGa/bMmD3iNy6sgO/esVSfOjV/hYEb7lyqet16OpVnXiNoEzcDXdf0o/Tk2l87M4N+KPv70Iqr2F9fwt+4wbyW1UUBZ9+66W+1CNv2boM249PltURLuuM4X03+Vw0uaC9KYy3XbUMB0dmy45dLBzAPVcMoru5cYYa77x2BX68a6jqHN20rhvvvG4FTk9lGuIJcNfmARyq2B+AtLS57/qVvrfvxJsuH8TTh8bKzlV/WxTvvHaFb4k1AGzob3G9x7Y3hfFrVxG1yQ9/63p84/nT6GsRD0ojwQDuu24FbtvUj1fOTOOJA2Nl492+qa9hDLOiKPjIa9fiWy+cqTpH167uxE3rG/N7fdPlgzg9lUHeumfff88l+OP/2YNMXsO7GzQP1nasxZ+88VvA458ALn8nCaTSEyX2smMVsOWtDRnLRtcaYOt7geFdhJ278j1A7ybg+NNApHEJOGx5K3DgwXImVlGBtbeRYHH4FWDFDf7GuOdLwMwpwmQ+9TflYy25HLjqvf6278TW95K+spV1pW3LgOs+7H/7S68kMuFiFtBdalejbcCNvw+svAHY/V1gyRX+x1yEUNyc1HxvVFGuA/BXpmneYf39JwBgmub9bu/funWruWPHjoZ/DwkJCQkJCQkJCQkJCYn5h6IoL5mm6WqZPFc1pS8CWKcoyipFUcIA3gbggTqfkZCQkJCQkJCQkJCQkPglw5zId03T1BRF+W0APwEQAPAV0zT3zcVYEhISEhISEhISEhISEosXc2bpZJrmwwAenqvtS0hISEhISEhISEhISCx+zJV8V0JCQkJCQkJCQkJCQkKiLmRQKiEhISEhISEhISEhITFvkEGphISEhISEhISEhISExLxBBqUSEhISEhISEhISEhIS8wYZlEpISEhISEhISEhISEjMG2RQKiEhISEhISEhISEhITFvkEGphISEhISEhISEhISExLxBBqUSEhISEhISEhISEhIS8wYZlEpISEhISEhISEhISEjMG2RQKiEhISEhISEhISEhITFvkEGphISEhISEhISEhISExLxBBqUSEhISEhISEhISEhIS8wYZlEpISEhISEhISEhISEjMG2RQKiEhISEhISEhISEhITFvkEGphISEhISEhISEhISExLxBMU1zvr8DFEUZB3Bqvr9HHXQDmJjvLyFRE/IcLXzIc7TwIc/RwoY8Pwsf8hwtfMhztPAhz5E4FvKxW2GaZo/bCwsiKF0MUBRlh2maW+f7e0h4Q56jhQ95jhY+5Dla2JDnZ+FDnqOFD3mOFj7kORLHYj12Ur4rISEhISEhISEhISEhMW+QQamEhISEhISEhISEhITEvEEGpez4j/n+AhJ1Ic/Rwoc8Rwsf8hwtbMjzs/Ahz9HChzxHCx/yHIljUR47WVMqISEhISEhISEhISEhMW+QTKmEhISEhISEhISEhITEvGHRBqWKoixTFOVpRVEOKIqyT1GU37We71QU5XFFUY5Yjx3W813W+1OKonzOsZ0WRVFecfybUBTlnz3GvFJRlD2KohxVFOWziqIo1vPvURRl3LGN3/T4fERRlO9Yn39eUZSVjtceVRRlRlGUBxt3lOYPF+D50R2ff6BxR2r+cAGeo08pirLX+vdrjTtS84dFeo5uVhRlp6IomqIob3Y8v0JRlJesz+5TFOWDDTxU84YL7By9puI75BRFeVPjjtb8YJGeo99XFGW/oii7FUV5UlGUFY7XLqj1AnBBniO5Zlj45+i8rBkW0nGzXnurdUz2KYryTY/Pz0+8YprmovwHYADAFdb/WwAcBrAJwD8A+Lj1/McBfMr6fxzAjQA+COBzNbb7EoCbPV57AcB1ABQAjwC4y3r+PbW26fj8bwH4ovX/twH4juO11wJ4PYAH5/vYyvPjen5S831M5TnyPkcAXgfgcQBB63vuANA638f4l/QcrQSwBcDXALzZ8XwYQMT6fzOAkwCWzPcxlueodI4q3tMJYApA03wf41/Sc/QaeuwBfAgX8HrhAj1Hcs2wgM8RzuOaYYEdt3UAXgbQYf3d6/H5eYlXFi1TaprmsGmaO63/zwI4AGAQwBsB/Jf1tv8C8CbrPWnTNH8OIOe1TUVR1gHoBfAzl9cGQCbsNpOcla/RbXPA+d2+D+C1NHthmuaTAGY5t7dgcaGdnwsRF9g52gTgp6ZpaqZppgHsAnAn57YXHBbjOTJN86RpmrsBGBXPF0zTzFt/RrCIlTpOXEjnqAJvBvCIaZoZnm0vRCzSc/S049hvB7DU8doFtV4ALrxzdCHiAjtH523NsMCO2/sAfN40zWlrrDGPIeYlXrkgFgUWrXw5gOcB9JmmOQyQiQBy0lhxL0g2wM39aRDAWcffZ63nKH7Vkgd8X1GUZR7bHwRwxvpuGoAEgC6O77cocYGcn6iiKDsURdmuXABytkpcAOdoF4C7FEVpUhSlGyQ76rWNRYlFdI48YcmYdoOcw0+ZpjnEu42FjAvhHDnwNgDf8vH5BYlFeo7eC8J2/FLgAjlHcs3Ahvk6R/OyZlgAx209gPWKovzCmptegfi8xCuLPihVFKUZwP8A+Khpmkmfm6t1E3ZjzOhk+DGAlaZpbgHwBErZBZ5tXJC4gM7PctM0twJ4O4B/VhRlDdtXXvi4EM6RaZqPAXgYwHPW+NsAaKxfeqFjkZ0jT5imecb6/FoA9ymK0se7jYWKC+UcAXam/RIAPxH5/ELFYjxHiqK8E8BWAP8o+D0XFS6gcyTXDGyYl3M0H2uGBXLcgiAS3leDBLZfVhSlnXMbc4ZFHZQqihICOcHfME3zB9bTo9YNld5Yvajpym1dCiBomuZL1t8BRzHxJ0EyDU5pxlIAQwBgmuakQ5b2JQBXWtv4W7oN67WzsDIxiqIEAbSB1OxckLiQzg9ldEzTPA7gGZBM16LHBXaO/tY0zctM07wN5IJ6hO9oLEwswnNUF9bvaR+Am1g/s5BxAZ6jtwL4oWmaRcb3L3gsxnOkKMqtAP4MwBscn7lgcSGdI7lmYNrWfJ+j87ZmWCjHzXrtR6ZpFk3TPAHgEIB1CyVeWbRBqaIoCoD/BHDANM1PO156AMB91v/vA/Ajxk3eC0fWwTRN3Zqsl5mm+QmLWp9VFOVaa+x3023TSWXhDSB6cZim+Wd0Gy7f7c0AnvKg3hc9LqTzoyhKh6IoEWtb3QBuALCf8XsvWFxg5yigKEqXta0tICYujzF+7wWLRXqOvPZlqaIoMev/HSC/o0OM33vB4kI6R17fYbFjMZ4jRVEuB/DvIAtppsXqYsaFdI7kmmFRnKPztmZYSMcNwP+CSJXp3FwP4PiCiVfMOXCaOh//QJypTAC7Abxi/bsbRPP8JEjG40kAnY7PnASJ9FMgWYBNjteOA9hQZ8ytAPYCOAbgcwAU6/n7QbL+uwA87bUdAFEA3wNwFMQZa7XjtZ8BGAeQtb7bHfN9jOX5IecHwPUA9lif3wPgvfN9fOU5qjpHUZCb/n4QM4PL5vv4/hKfo6uscdMAJgHss56/zdqPXdbj++f7+MpzVH6OrNdWAjgHQJ3vY/tLfo6eADDq+L4POF67oNYLF9o5glwzLIZzdN7WDAvsuCkAPm3t9x4Ab/P4/LzEK/RLSkhISEhISEhISEhISEicdyxa+a6EhISEhISEhISEhITE4ocMSiUkJCQkJCQkJCQkJCTmDTIolZCQkJCQkJCQkJCQkJg3yKBUQkJCQkJCQkJCQkJCYt4gg1IJCQkJCQkJCQkJCQmJeYMMSiUkJCQkJCQkJCQkJCTmDTIolZCQkJCQkJCQkJCQkJg3yKBUQkJCQkJCQkJCQkJCYt7w/wF+KDB/3iKydgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from statsmodels.tsa.api import ExponentialSmoothing\n",
    " \n",
    "y_hat_avg = test.copy()\n",
    "fit1 = ExponentialSmoothing(np.asarray(train['data']), seasonal_periods=23, trend='add', seasonal='add', ).fit()\n",
    "y_hat_avg['Holt_Winter'] = fit1.forecast(len(test))\n",
    "plt.figure(figsize=(16, 8))\n",
    "plt.plot(train['data'], label='Train')\n",
    "plt.plot(test['data'], label='Test')\n",
    "plt.plot(y_hat_avg['Holt_Winter'], label='Holt_Winter')\n",
    "plt.legend(loc='best')\n",
    "plt.savefig('mul_result.png', dpi=600)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3a4e687f",
   "metadata": {},
   "source": [
    "### 自回归移动平均模型（ARIMA）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "37562464",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "G:\\anaconda\\envs\\Mlearning\\lib\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:583: ValueWarning: A date index has been provided, but it has no associated frequency information and so will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "G:\\anaconda\\envs\\Mlearning\\lib\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:583: ValueWarning: A date index has been provided, but it has no associated frequency information and so will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "G:\\anaconda\\envs\\Mlearning\\lib\\site-packages\\statsmodels\\base\\model.py:568: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n",
      "  ConvergenceWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import statsmodels.api as sm\n",
    " \n",
    "y_hat_avg = test.copy()\n",
    "fit1 = sm.tsa.statespace.SARIMAX(train.data, order=(2, 1, 4), seasonal_order=(0, 1, 1, 7)).fit()\n",
    "y_hat_avg['SARIMA'] = fit1.predict(start=\"2017-05-01 00:00:00\", end=\"2017-05-25 00:00:00\", dynamic=True)\n",
    "plt.figure(figsize=(16, 8))\n",
    "plt.plot(train['data'], label='Train')\n",
    "plt.plot(test['data'], label='Test')\n",
    "plt.plot(y_hat_avg['SARIMA'], label='SARIMA')\n",
    "plt.legend(loc='best')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b0fcbb3d",
   "metadata": {},
   "source": [
    "## 看趋势\n",
    "#### 参考\n",
    "> https://www.cnblogs.com/cgmcoding/p/14155569.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "5df6d6c3",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "G:\\anaconda\\envs\\Mlearning\\lib\\site-packages\\ipykernel_launcher.py:2: FutureWarning: the 'freq'' keyword is deprecated, use 'period' instead\n",
      "  \n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1080x504 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "plt.figure(figsize=[15, 7])\n",
    "sm.tsa.seasonal_decompose(train.data, freq=23,model=\"add\").plot()\n",
    "plt.savefig('season.png', dpi=600)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e839701f",
   "metadata": {},
   "source": [
    "### 序列转换"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fed6451a",
   "metadata": {},
   "source": [
    "#### ARIMA 模型对时间序列的要求是平稳型。因此，当你得到一个非平稳的时间序列时，首先要做的即是做时间序列的差分，直到得到一个平稳时间序列。如果你对时间序列做d次差分才能得到一个平稳序列，那么可以使用ARIMA(p,d,q)模型，其中d是差分次数。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "332b41f9",
   "metadata": {},
   "outputs": [],
   "source": [
    "# from statsmodels.graphics.tsaplots import plot_acf\n",
    "# from statsmodels.tsa.stattools import adfuller\n",
    "# result = adfuller()\n",
    "# print(result)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "af033dd7",
   "metadata": {},
   "source": [
    "### 白噪声检验"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "28495f0d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "差分序列的白噪声检验结果为： (array([341.48630908]), array([3.02817504e-76]))\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "G:\\anaconda\\envs\\Mlearning\\lib\\site-packages\\statsmodels\\stats\\diagnostic.py:559: FutureWarning: The value returned will change to a single DataFrame after 0.12 is released.  Set return_df to True to use to return a DataFrame now.  Set return_df to False to silence this warning.\n",
      "  warnings.warn(msg, FutureWarning)\n"
     ]
    }
   ],
   "source": [
    "from statsmodels.stats.diagnostic import acorr_ljungbox\n",
    "print(u'差分序列的白噪声检验结果为：', acorr_ljungbox(train.data, lags=1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "d639d115",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from statsmodels.graphics.tsaplots import plot_acf\n",
    "plot_acf(train.data)\n",
    "plt.savefig('ACF.png', dpi=600)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "2e7a7bbb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from statsmodels.graphics.tsaplots import plot_pacf\n",
    "plot_pacf(train.data)\n",
    "plt.savefig('PACF.png', dpi=600)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "32572f6f",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "G:\\anaconda\\envs\\Mlearning\\lib\\site-packages\\statsmodels\\tsa\\arima_model.py:472: FutureWarning: \n",
      "statsmodels.tsa.arima_model.ARMA and statsmodels.tsa.arima_model.ARIMA have\n",
      "been deprecated in favor of statsmodels.tsa.arima.model.ARIMA (note the .\n",
      "between arima and model) and\n",
      "statsmodels.tsa.SARIMAX. These will be removed after the 0.12 release.\n",
      "\n",
      "statsmodels.tsa.arima.model.ARIMA makes use of the statespace framework and\n",
      "is both well tested and maintained.\n",
      "\n",
      "To silence this warning and continue using ARMA and ARIMA until they are\n",
      "removed, use:\n",
      "\n",
      "import warnings\n",
      "warnings.filterwarnings('ignore', 'statsmodels.tsa.arima_model.ARMA',\n",
      "                        FutureWarning)\n",
      "warnings.filterwarnings('ignore', 'statsmodels.tsa.arima_model.ARIMA',\n",
      "                        FutureWarning)\n",
      "\n",
      "  warnings.warn(ARIMA_DEPRECATION_WARN, FutureWarning)\n",
      "G:\\anaconda\\envs\\Mlearning\\lib\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:583: ValueWarning: A date index has been provided, but it has no associated frequency information and so will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "G:\\anaconda\\envs\\Mlearning\\lib\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:583: ValueWarning: A date index has been provided, but it has no associated frequency information and so will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "        <td>Model:</td>              <td>ARIMA</td>              <td>BIC:</td>         <td>4724.5833</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <td>Dependent Variable:</td>      <td>D.data</td>         <td>Log-Likelihood:</td>    <td>-2352.7</td> \n",
       "</tr>\n",
       "<tr>\n",
       "         <td>Date:</td>        <td>2021-05-28 22:23</td>        <td>Scale:</td>         <td>1.0000</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "   <td>No. Observations:</td>         <td>583</td>              <td>Method:</td>        <td>css-mle</td> \n",
       "</tr>\n",
       "<tr>\n",
       "       <td>Df Model:</td>              <td>2</td>               <td>Sample:</td>           <td>1</td>    \n",
       "</tr>\n",
       "<tr>\n",
       "     <td>Df Residuals:</td>           <td>581</td>                 <td></td>               <td>4</td>    \n",
       "</tr>\n",
       "<tr>\n",
       "      <td>Converged:</td>           <td>1.0000</td>      <td>S.D. of innovations:</td>  <td>13.689</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "    <td>No. Iterations:</td>        <td>7.0000</td>              <td>HQIC:</td>        <td>4716.587</td> \n",
       "</tr>\n",
       "<tr>\n",
       "         <td>AIC:</td>             <td>4711.4788</td>              <td></td>               <td></td>     \n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "        <td></td>        <th>Coef.</th>  <th>Std.Err.</th>    <th>t</th>     <th>P>|t|</th> <th>[0.025</th>  <th>0.975]</th>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>const</th>        <td>-0.0020</td>  <td>0.7312</td>  <td>-0.0028</td> <td>0.9978</td> <td>-1.4352</td> <td>1.4311</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>ma.L1.D.data</th> <td>0.2903</td>   <td>0.0549</td>  <td>5.2890</td>  <td>0.0000</td> <td>0.1827</td>  <td>0.3978</td>\n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "    <td></td>    <th>Real</th>   <th>Imaginary</th> <th>Modulus</th> <th>Frequency</th>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>MA.1</th> <td>-3.4451</td>  <td>0.0000</td>   <td>3.4451</td>   <td>0.5000</td>  \n",
       "</tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<class 'statsmodels.iolib.summary2.Summary'>\n",
       "\"\"\"\n",
       "                          Results: ARIMA\n",
       "===================================================================\n",
       "Model:              ARIMA            BIC:                 4724.5833\n",
       "Dependent Variable: D.data           Log-Likelihood:      -2352.7  \n",
       "Date:               2021-05-28 22:23 Scale:               1.0000   \n",
       "No. Observations:   583              Method:              css-mle  \n",
       "Df Model:           2                Sample:              1        \n",
       "Df Residuals:       581                                   4        \n",
       "Converged:          1.0000           S.D. of innovations: 13.689   \n",
       "No. Iterations:     7.0000           HQIC:                4716.587 \n",
       "AIC:                4711.4788                                      \n",
       "--------------------------------------------------------------------\n",
       "                  Coef.   Std.Err.     t     P>|t|    [0.025  0.975]\n",
       "--------------------------------------------------------------------\n",
       "const            -0.0020    0.7312  -0.0028  0.9978  -1.4352  1.4311\n",
       "ma.L1.D.data      0.2903    0.0549   5.2890  0.0000   0.1827  0.3978\n",
       "----------------------------------------------------------------------------\n",
       "                Real           Imaginary          Modulus          Frequency\n",
       "----------------------------------------------------------------------------\n",
       "MA.1          -3.4451             0.0000           3.4451             0.5000\n",
       "===================================================================\n",
       "\n",
       "\"\"\""
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from statsmodels.tsa.arima_model import ARIMA\n",
    "model = ARIMA(train.data, (0,1,1)).fit()\n",
    "model.summary2()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "c2782cea",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(array([5.43609756, 5.43406737, 5.43203717, 5.43000698, 5.42797679,\n",
      "       5.4259466 , 5.4239164 , 5.42188621, 5.41985602, 5.41782583]), array([13.68854742, 22.34542346, 28.48261872, 33.51419383, 37.88327873,\n",
      "       41.79813904, 45.37649222, 48.69258327, 51.79680767, 54.72523096]), array([[ -21.39296238,   32.2651575 ],\n",
      "       [ -38.36215784,   49.23029257],\n",
      "       [ -50.3928697 ,   61.25694405],\n",
      "       [ -60.2566059 ,   71.11661987],\n",
      "       [ -68.82188514,   79.67783872],\n",
      "       [ -76.49690053,   87.34879373],\n",
      "       [ -83.51237409,   94.3602069 ],\n",
      "       [ -90.01382331,  100.85759573],\n",
      "       [ -96.10002153,  106.93973356],\n",
      "       [-101.84165591,  112.67730756]]))\n"
     ]
    }
   ],
   "source": [
    "predata = model.forecast(10)\n",
    "print(predata)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "145eecfa",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "G:\\anaconda\\envs\\Mlearning\\lib\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:583: ValueWarning: A date index has been provided, but it has no associated frequency information and so will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "G:\\anaconda\\envs\\Mlearning\\lib\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:583: ValueWarning: A date index has been provided, but it has no associated frequency information and so will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "G:\\anaconda\\envs\\Mlearning\\lib\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:583: ValueWarning: A date index has been provided, but it has no associated frequency information and so will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n",
      "G:\\anaconda\\envs\\Mlearning\\lib\\site-packages\\statsmodels\\tsa\\base\\tsa_model.py:379: ValueWarning: No supported index is available. Prediction results will be given with an integer index beginning at `start`.\n",
      "  ValueWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "day_time\n",
      "2017-05-01 00:00:00    14.691856\n",
      "2017-05-01 01:00:00     8.123381\n",
      "2017-05-01 02:00:00     5.809427\n",
      "2017-05-01 03:00:00     3.503687\n",
      "2017-05-01 04:00:00     4.573281\n",
      "                         ...    \n",
      "2017-05-25 16:00:00    14.458010\n",
      "2017-05-25 17:00:00    31.179703\n",
      "2017-05-25 18:00:00    19.632265\n",
      "2017-05-25 19:00:00    20.043739\n",
      "2017-05-25 20:00:00    26.255211\n",
      "Name: predicted_mean, Length: 581, dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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cL4VpJAxBxEMphZR5haikWaUEQRDE4pBe7BsYY7cCeA2AqxhjJwH8OICfBvBOxtj3A3gYwHcCgFLq84yxdwL4AoAKwN9VStGTkyAuUxSAhDMIqcgtSBARkRJIfKmUHq0EQRDEAnHRolQp9d37fOnr9/n+nwDwE5dyUgRBzAdSKSSMlFKCiI1+L3rvQVJKCYIgiAWi7aAjgiAWCKmA1Nh3qSQliHhIRUopQcwTeSXwj3/rMzi1MY59KgSxEFBRShDEviilwG1RSkopQURD93eTUkoQ88IDZ3bwrjtO4pMnzsc+FYJYCKgoJQhiXxpKKdWkBBENqRRS375L6bsEEZWi0u9B2rAliHagopQgiH2RnlJKY0oJIh577btUlBJETHJTlFLeAkG0AxWlBEHsi5TKKaX04CWIeEilwGkkDEHMDXml34M0z5sg2oGKUoIg9kUpgDOy7xJEbJQCUgo6Ioi5oSCllCBahYpSgiD2RSqFNCGllCBiI5VCAgo6Ioh5IXc9pZFPhCAWBCpKCYLYF6mAhLOLfyNBEJ2yZ04pKaUEERVn36WqlCBagYpSgiD2RS+ESSkliNjsCTqiRjaCiEpt3418IgSxIFBRShDEvihPKaWalCDioZQCJ6WUIOYGSt8liHahopQgiH2RSrmilB68BBEPqUA9pQQxR+QlzSkliDahopQgiH2Rqh4JQ49dgoiHkAopKaUEMTcUguy7BNEmVJQSBLEvUgFfVX4Udwz/FlBOYp8OQfQWuce+Sz2lBBGTvKSgI4JoEypKCYKYibUkXSdP40q2BVZuRz4jgugvSqGZvkv2XYKISk5BRwTRKlSUEgQxE/ug5da4K6p4J0MQPWfPnFJSSgkiKvWcUqpKCaINqCglCGIm1pKUcv1RiTLm6RBEr9HjmfwXSCkliJjETt/9Lx+8H/c8vhnl2ATRBWnsEyAIYj6xD1qnzkhSSgkiFlIBnHnqKAUdEURU8sr2lIY/tlIK//Z/3YPdosILjq+HPwGC6ABSSgmCmInd/E3sQpjsuwQRDaUUEv8FUkoJIipFRKXUFsKCGlqJBYKKUoIgZlIrpRqmyL5LELGQCkg4KaUEMS/UPaXhj22LUSpKiUWCilKCIGYip5RS6ikliHhIUkoJYq5wPaURCkO7aUxFKbFIUFFKEMRMnFJqx1DQIpggoqF7Sr0XKH2XIKJSzykNf2z7fK6oKCUWCCpKCYKYiV3z1iNhSCkliFgoper+boCKUoKITCGop5Qg2oSKUoIgZuJGwkA/eKmnlCDiIZVqPrDJuUAQUcnLeHNKbTFKSimxSFBRShDETGxRyq19l9J3CSIaUmJKKaWilCBiEnskDBCnn5UguoKKUoIgZlIHHVFRShCxIaWUIOaLmPZdUkoJyztvfwR3ndyIfRqtQEUpQRAzUW4kjHnoKSpKCSIWSpFSShDzhLXvxgk60h+FpN7yvvNT//Nu/ObtD8c+jVagopQgiJnYhx43PaWQVJQSRCz0SBhv9UuLUYKISj2nNOJIGBJKe08lFcSCPA6oKCUIYibTI2EYpe8SRDSkUki8J7aiTSKCiEpRxUzftXNKF6QaIQ6NUovTW0xFKUEQM3FBRzZ9lxbBBBENpbzxTAAU9ZQSRDSUUlGDjlxPKUmlvUdIBRFhY6QLqCglCGImajroiHpKCSIaUqk6CRuAojmlBBGNSipXjMZQSpXrKV2MYoQ4PEIpUkoJglhs7IOWWXWG7LsEEQ2p0OgpJaWUIOJhrbtAXSCGxBaji6KQEYdHKVJKCYJYcNxIGLLvEkR09EgYP+iIilKCiEXuFaVxe0oXoxghDo+QamGuAypKCYKYSd1Taj1KVJQSRCyUQtO+S0UpQUTD9pMCcYtS6intN0ppG3mMa7ALqCglCGImaqooJaWU6DN3PHQe7//C6WjH3zMShuaUEkQ0ioZSGv74bk7pghQjxOFYtN7iNPYJEAQxn+yx7yrqKSX6yxv/y18AAE789OuiHH9P0BEppQQRjbzRUxq+IHA9pQtSjBCHQzgbd+QTaQlSSgmCmImz79qFsKBFMEHsFnEcA3JqJAz1lBJEPPLSU0ojFATOvktFaa+xmxJk3yUIYqGxD1o7p5TTSBiCwINnd6IcVynlXAsAKaUEEZNCRO4pNbcCEaMiJuaGRbPvUlFKEMRMnFJq5yFKsu8S/eW6IyMA8YpSqQDO/BeoKCWIWDSU0ig9pYtl2yQOh7XvklJKEMRCY+9x1r7LaRFM9Jgbr1gGADx4JlZRqpxrAQCUotUoQcQiek+pK0rpPtBnFq23mIpSgphz/uizp3Aigjpjd96YGwlDSinRX4ZZAgB4IJZSKlXzgU2bRAQRjdhzShX1lBKorwMqSgmCCMIPv/PTuPUTDwc/bm3fFeYj9ZQS/cU+/GMVpdNzSqkoJYh4NOeUhj++te2+tLwL+PT/CH8CxFxAQUcEQQSjqCTySkbZDbWHdImfNKeU6DH2of/Ame0odr299l0qSgkiFlYpHaQ8TtCROebryj8GPvTvgh+fmA8EKaUEQYRiJ9eFYEx7kC1KSSkl+oyUwHU4h58V/xbnzj8Z/vgKSCjoiCDmgsIUpUtZghgilZTec5k2qHqLS99djJqUilKCmGe2TVEa5aFnjsmMOsNIKSV6jFQKL+f34xuSO7B58otRjs9oJAxBzAVWKR1lsZRS8x9KxVkgEHOBs++SUkoQRNfsFnrhGdMexF1RSotgor/49lkVYYNGKc9KD5A6QhARsT2lS1kS5fks/MwHSuLuLZS+SxBEMLYj2nen03eZovRdor9IFbe/WiqFhIKOCGIuKJxSmkSdU8ogqSjtMXZpSEFHBEF0zk5E+66bU2rTd8m+S/QYrZTqN0UM66x/fP0CLUQJIhZ5JZFyhoSzOMFnrqeUitI+Q0FHBEEEow46Cn/svUopKTNEf5Gq7q+Oo5R6M4MBWogSRETKSmKQcnDGIj2f9UdSSvuNs++SUkoQRNfUQUfxghRcUUpKKdFjlFJImVn8ibDvBTXV361fo00igohFKWxRGsc6aYsRRkppr7HPBgo6Igiic+Yi6Mjad2kkDNFjdE+n/u/QQUf1zGD/RSpKCSIWhZDIEg4WSSmtN6oo6KjPOPsuKaUEQXTNdkT7rpq275JSSvQYKYGUWXUidFHaVEpLlVBRShARKSqFQaKV0hhOJluEMKVoPFSPqUfCRD6RlqCidI75X597HGe389inQURkJ2b6rrnJMbMLS0op0WekUq4oVSLsItD1d5vjV0hoJAxBRKQQdU9pjJAZe8iESZpT2mPsr56CjgAwxv4hY+zzjLHPMcZuZYyNGGNXMMbexxi713w81tbJ9olxIfB3fuMO/O6dj8Y+FSIiMdN3G5HzoKKU6DdSKST2iRm4IHRJ2Ma1UFJRShBRKSuJLGEm6Chi+i4FHfUaCjoyMMaeAeAHAdyilHoJgATAmwD8KIAPKKWeB+AD5nPiabJTVFBK78YR/WUnak+p/miVUkrfJfqMVLV9N3TQUW3fNQsQkH2XIGJig44Yi5uOn1BR2msEBR01SAEsMcZSAMsAHgPwrQDeYb7+DgDfdonH6CXjghYcROw5pc2eUi7L8CdBEHPCfAQdefbdRWkiIojLEBt0xFmcOaVCehtVVJT2FklKqUYp9SiA/y+AhwGcArChlPpjANcqpU6Z7zkF4JpZf54x9hbG2O2MsdvPnDlz2NNYWMalUcgWZPeDOBzbMXtKnVJK6bsEoRSQmZEwoUO/9gQdIaGFKEFEpKgkBglHwmOl7+qPZN/tN/ba631PqekV/VYAzwZwPYAVxthfP+ifV0r9slLqFqXULVdfffVhT2NhqUeBRD4RIirz0VNqU/5IvSf6i1ZKzRsxsHXWrjmdUqqop5QgYlI07Lvx0nfJvttv6vTdxSgWLsW++1cAPKiUOqOUKgH8DoBXATjNGLsOAMzHJy79NPuHte8qLMaFRhyOnTz+nFKXvksjYYge49t3EWkkjA0dq6inlCCiUnr23Zg9pWTf7Tf2Oui9fRfatvuVjLFlxhgD8PUA7gbwbgBvNt/zZgC/f2mn2E8mJSmlhA68AuIUpcrZdyl9lyCkhKeURrLvmqKYRsIQRFzKyHNK/fRdBkVjYXqKdEFHkU+kJdLD/kGl1McZY+8CcCeACsCnAPwygFUA72SMfT904fqdbZxo37D2XbrR9Jt6Tmn4Y7tC2BWltAgm+os/pzS0Sun6u13QUUrqCEFEpBASWcpRChk18yEx7gkoCbAk+HkQcVm0kTCHLkoBQCn14wB+fOrlHFo1JS6BMSmlBGr7bpSdWLcQJqWUIPScUmOjDd1TOivoiOy7BBGNwswpZYzhm3b/CPjcE8BL3hjs+LYYsRtVepOKitK+4ey7C1IsXOpIGKIjxhFtm8R8UFTSzamNk+7XVIWoKCX6jD+ndC5GwpBzgSCiUQiJYartu6/L/wj47DuDHr8xpxQg50RP8W27ixB2REXpnGKV0sv/EiMOy25RL3yj9pTaOaW0CCZ6jPLSd2ONhPGDjkKrtQRB1PhBR0OVB2+1oqKUAJq23UWw8FJROqfUI2Eu/4uMOBx2RikQdySMfdglpJQSPUYqL+go8HvBWrO4ijsS5pEnd/HZkxeCH5cg5o3SzCnlHBigCF4UOvcEo6K0z/jq6CJYeKkonVOcUnr5X2PEIbH9pH8r+QPcNLk7+PFdT6lZ/DIo6mMjeotUComd2Ru8p1R/tK4FAR7l4fCf/uRe/IPbPh38uAQxb9igI+aU0rBFoduoQnPzmOgXfh26CCIWFaVziptTugAXGXE4rFL6D9LfxlfufjD48Wul1L/rkVpK9BMpFXjskTCQUOCmKA2/QTQuZZ0MTxA9RSmFUihn3x0hR+hmK0X2XQJT9l1SSomuGBeUvtt37DgYDoVElcGPr9SMHVgR/jwIYh7wg45YcKtenbSpGIcEj9JTKqRERQ8loueUQr8HhilHigopRASlVH/kVJT2Gt++uwizSqkonVN2yb7be6yFm0NGKUrdvc5XZCQVpUQ/kSqmUqo/ciiAMUjwKItQIRWqRVj5EMQlYFPxs4RhqAr9YqSNKleU0vuyl0gKOiJCMKGgo95jlUrGFNIIIUNOnVEShR1pTD2lRE+RSiF1/Vtx5pRapTSWfVdIhUrQM4noN2WlC8BBwjHERL9I6btEBAQFHREhqIOOLv+LjDgctT1HIbW7sQGplVKFApk5KVJKiX7ip++GHwmjP+qgIw4BFq0oLQUtfol+45TSlHtKaZyilIKO+o0vXC2CiEVF6ZxiwyQu/0uMOCz6BqNMT2l4pbTuKRWeUkpFKdFPlFJuAcgCvx8bQUeupzT8IrSSinpKifnhc78DfOyXgh+2qKx9l+vkXSBaTykppf3Gvx2TUkp0xqQk+27fkUq5ERBZlJ7Sege2tEoppe8SPaWplIZVKWsrvT8SJo5SKqQiBw8xH9z1LuCOtwc/rHULDNN4Rama7imlorSXkH2XCMIupe/2HukpM3GDjiRKq5QKKkqJfuK/H8P3lOqPDBIwPaUsUlEKgNRSYk5QUTZn6qAjjsy11oR9T9RzSqko7TNk3yWCMKb03d4jZd0vEjPoCFKgwMD8N9l3if6hlIJSQML0wi+WUsrtSBgVL30XAIUdEfOBklHcO2Wlr/9BwjFUNugodPqu/kj23X4jSSklQmDnlJJNqr9oZUY/aFLEmFMKANpCTPZdos/UC0CrlEYMOrI9pTGKUvM8Kmn8BDEPKBklEb4Q+phZRPuuS9+1Y6qoKO0l/v4gKaVEJyilSCklGj2lUZRSWR+/ZGTfJfrL9AIwWk8pJAAWNX0XIKWUmBOUjFKMFUYpzRKGLGJRyuAdk4rSXtJUSiOeSEtQUTqHFEK6h/8i7HwQh0Oq2poTJ+ioPn6tlJJ9l+gfzj5r7buBN4nUtH03VvqusD2lC7D6IS5/Ytl3vaCjgStKw/eUJlSU9h6/RiD7LtEJk6K+uSzANUYcEj9YJYZ91z8+2XeJPmOf+24kTHClVH9kqg46iqGU2gUQKaXEXBDLvuuNhBnIWEopqCglXEsFsBgiFhWlc8huWS/8FU0q7S1SwdlzYiilSilwNm3fJaWU6B/Tg+pDJ99aixYDvJ7S8Ivxiuy7xDwRWSkdRFRKpVRI/RU8FaW9hIKOiM6xIUcA9ZT2GSl9pTRG+i6QmaK0Tt8NvxAmiNjIaaU0dFHqjYRRTikNvwi1CyAKOiLmAhV/JIwrSgMLCFIpjBLvmFSU9hK/DhULUDBQUTqH7DaK0sv/IiMOh2+fjdNTqpCaHrqKUU8p0V/2Bh3F6SnVwWMs2pxSUkqJuSKyfXeQcGQyzkgYoRSGifcCFaW9xFdHJSmlRBdMyvomuwDXGHFIpEJ0pZQz/d8V2XeJHmPXe3ZEU0ylFIzFGwlji1JSSonIfO7RDQghohSlpdmUGaQ8WvquUsCQ7Lu9h4KOiM4ZN4rSy/8iIw6HHslidmSjzClVyNh0+i4FHRH9Q8TuKbVKqQk6kmBRFqE0EoaYByalwOv/05/j/ic2ozyTisrMKY2plEpSSolmjbAANSkVpfNIw74b8TyIuPj23QThbUpSKSRGKS0ZFaVEf3H2XVeUhn0fSM++a3tKo9p3SSklImI3R7YnRZSeUl8prdN3w/eUDlPqKe07/mzSRRCxqCidQ6x9N+WMekp7jG/fBRDcOisVkJoeusoqpZHsuw+c2caF3SLKsQmiLgr1CoAH3iCyjwGmVJ2+C9XJQjivBD7/2MbMr9mfQ0lKKRGRhnNByeAFYR10xJBGGwmjmvZd2ijqJWTfJTrHpu8uDRK6z/QYrZR6F4DI9//mjo6fWPtuRKVUSIWv+5kP4W++/ZPBj00QgDen1AYdxbLvQgJgEMo8ujsojv/os6fwhv/8EWzs7t2AqsxinOy7REzq+s9ch4E3idycUl7bd1XoolQCGSeltO80RsIsgIhFRekcYi1Sw5TTnNIeI6UCY/GUUqUA27ISM333i49vNT4SRGiizyltBB2ZkTBAJ9bFzXEJIRV2ir0bUBR0RMwD0z3eoTdLSyGRJQycM2SRlFKhFFJQUdp3/EKU0neJS+Lzj23MvIjsgz9L+EI0LhOHQyrTS2qpwiuldiSMsOm7ERajdz58HgDwFTceDX5sggDmYU6pPW5t39VfaP88rAg6Sw21CyBSSomYTG8She4rLSqJLNHvwdQGHQUWEJRSbkSVfoGK0j7SUEoXoGCgojQSjzy5i9f9xz/HB7/0xJ6vVV5RugBqPHFI/KAjAIAI21Opi1J9fOE00/AX5J0P6aL0hqPLwY9NEED94OfQi18eeBHszylVHSulwmw8lTM2oEgpJeaBPUVpBKV0kNqi1GwWB35PCKmQkn239zSU0gUoGKgojcTGWNsgz+/stUPaRUGaUNBRn5FKgTO/pzR0UVrPKZVWKY3w4LNKKVnZiVj46bdAjPRd+18BlFLzFp+plEoKOiLiY+s/GzwWvKdU1EpptJEwCkh9JxUVpb3EF0fFAlwCVJRGojRXT17tvYqsUjpI+ELsfBCHQyplM281gYtS5dl3JTNKaeAH39ntHCfO7epzoLcCEYlp+25opXR6TqmC2S3qYKPGKaVTKxwpFaQCnsMewzf8z1cDG4+2fmyCOAh7ldLQ9l2FgSlKE6OUht40VYqUUoKCjoiWsDvNdgizjzBfSxNG2lCPkQpuTigAoAqslMp6JEysotQPN6INGiIWbhHsisNIQUdKAgyQtijt4D1RzyJt/t12wfMsdhqj/Byw8UjrxyaIgyDkVFEa+P3o23czEUkplRR0RDT7SCnoiDg0B1FKE05BR31GynokC4AoPaUJpovSwPPgvPcH1aRELOqeTn09ssALQNWwD3tKaQdvCruwqaaUUrv4SU1fbWh1iiAsbkSTs++GtdProCMGKFUHHQV+QMk9QUf0gOwjTfvu5X8NUFEaieIpilIhFRLOoO95l/9FRhwOqRRS/x0afE5pPZcxVk+pr9aQUkrEYq99N3RPadO+Kzu071b79I3aBY9LBA+sThGEZbrHO/QGSWl7SqtJ/WKEOaWNTWt6P/YSnT2i/5vsu8ShKU0xWuyjlCacgTFGm189Rtt3Y84pVUi57Sm1aZ+hLUr18RZgE5C4TKkXwXHSd+u3gWr2lHbwfnRjX6bSRO3rGUxBTkopEYk9c0pDj4Sx9t1yXL8YQSnNGkUp2Xf7iJDKhW6RfZc4NHYXOp/VUyolUs7AGalDfUZI5ZRK/UKEkTD2vxGnp5SUUmIecGmf0XpK9wk66uA9YTMNptN37euklBKxUa4ojZS+a+eUljqEb6KyCOm7qrmAp6K0l0hVh26RUkocmkLom+h+PaUJZ2AgpbTPKDUVZFCFt+9apVZZ+27g6C3Xx8ZpPBIRj1op1ffr8HNKUR+/Y6W0tu/Kma+nzPaU0iKYiIO9NN2mbQT77jDlQKntu2MMw9t3FZyTCQAVpT1FKoXUJGKSUkocmrKy6buze0pTzsBIKe01+qHjvRDYvqt7FeIGHVm1Jks4rYGJaEz3sHHIoEWZew4E6CmVzr6rZr5OSikRm70jYQIHHdme0kKnw2+rJYTesJVS1e9FgIrSnuLbdynoiDg0TxV0pJVSDk49pb1GenNCAQQPOlLecO5YI2HsTTZLGG3QENFwQUf+9R+wKHMjYYD4Siml7xKR2VOUhh4JUymdvptvAwA2sRxBKaWRMIR+NriidAGWSFSURqIeCTN7TumASfzEmb+HvzT5aOhTI+YEqVT90AXijIRx9l0bdBRYKZW1UroA91viMqXeEPGuwoBFWVMpZZ3OKa1HwqiZr7uilJTSaJw8v7tnZE+fcD3eLI5SqueUJkCuldJNtRJlw7aROUFFaS+RUrmZuWTfJQ6NLUr3S99d5iWeU96LLy8+H/rUiDlBSiBl3gtVzKI00QvhSOm7WcKpp5SIhpsT6l//ARfC/pxUxrzHdodK6XT6Liml88FOXuHrf+ZDePdnHot9KtHYa98N+1zKK4mMM1eUbmEp+LNRKTSdVPR87CVC6XY/+9+XO1SURqJO353VUyoxTPTrR+T5oOdFzA+6KPTtu6GLUiBBrZSqKEWpUUpTRiNhiGjU9tk4Rak7vlJQjEEq++juIH33onNKrVJKykwMdguBvJI4sxW2nWOeiN1T6vr48k0AwCZWQreU6mLEXx/QJlEvadh3F2CRREVpJKxCmpezldKM64vrqKCitK9MR76rwOm7ylNKwZIoRalv36WeUiIW1hbVVErj2HcZ86zsXcwpdfZdOfP1NNIYDkJjVfNZLqu+ELuntJISScI8++5y894QgD3tPbRJ1EukVMjIvktcKq6ndEZfiJC6pxQAjpJS2luUAlJe32RUBKWUO/suM+EqcUbCDBJOSikRDV+prF8Mr5QCNn23ux5vV5ROveGsnTclpTQq1qI3y2XVF1zwWCSlVAsHuiiVLMUYAwCBi1KpkFJPae8R9loE2XeJS8AVpeWMoCOpkJnfzDEqSnuLVMrZZ4HwSqlO99PXqe4p5VGVUuopJWIxPadUvxihp1TZOaXuC60faz/7rm3bSxgFHcXE/n5mhST2Bfsz4JFU+0roCQnIt1ClK1Gejbq9hkbC9B2pFLgdIbkAO/dUlEbCPvD3m1M6NErpmtokm1RPEdKzzwIR5pTWSiljDIjZU0ojYYiINNJv3YshlVJ7fGWK0u56SiupkEDg2+/4v4D7/8R7fUoppedSFOylQPZdXykNb99NjX23ylZMCGB4F1FCSmnv0dkjDAljpJQSh+dic0qtbTOBBHbOBj03Yj5QXlEIACpw+q7ylFoFHuXBW0kFxoCU89ABiwThqIOO/EVghDmlytp3u5tTKqTEKsY4vvV54PHPeefgPZMAUkojYTfqrt78PPBQP0fGqen3Y+BrUUiTeFpso0pXocD0uQR8PurnMymlfUdIhYQzcM6wCFOiqCiNRFntX5T6PaUAgO3ToU6LmCOkmuoZEeHtuy79lyVQLMZusERqrSkLsAtIXJ44+64SqOxjM0bQESTATRI20E1RqmbPIrVzS0kpjYtVQ77+8V8B3vf/RD6bOOy174a10pfCFKX5JkS2CqW6mxu8H2KqvYeK0n4iFcAYkLDFcJNRURoJ11M6oy+kktKl7wIAdp4IdVrEHLFnOHboOaUSSMx/K8ai9ZQmnIEzRmPYiGgoz75bIdX/HXQhbP8DYA2ltIueUlkrMF7hWafvUtBRTOy1yGUZfEzYvFD3eIe371rXQpqYntJstX4/BgwClMrr7wbo/dhTpNJrpIQzGglDHJ6L9ZRm3FdKe1yU3vs+YKufSrE/JxSIkb6rwH2lFAjfUyoUUs7xTTu/i+fndwU9NkFYrHWcQUUpShsjaVjHSqlUMwtPq9CRUhoXZ9FTore/g5hzSq2gkJj0XZGtemnY4Z6PUk6PhLn8CxLi6aN7ixk4ozmlxCXg95ROp4pWUiHzFbK+2neVAm59E3DnO2KfSRSUNxy7VEnwXXHlFcXKhauE7ylNOMO3b/0Gvnb8gaDHJghLbd+VKGMUpVMjYVSHyoxe5OwtPG0Str0nUU9pHNzCU8re/g7qTSJ7LYYrBv3wPVuUdjk3eD+m0/n7ei30HW3f1Uop2XeJQ1N6HcnFjCHlzaL0TKjTmhuUUji3NdYLv8CjUOYFrVTq/86RBf85+D2lzjIYIX035QyJEhiofl4HRHxcUdgoSiP0lCoJxlini+BKKmQzekqtWjvke629RDjqa4GU0hjpu7a32o6EEdlanYYduDhO/ewRsu/2EikVEg5wRvZdMMaOMsbexRi7hzF2N2PsqxhjVzDG3scYu9d8PNbWyS4SflE6HXZUCYWs50FHH7nvHL7m375ff9LTHUDhKZU5sggjYerIeWXVmQg9pZwzJJBUlBLR8HvYqghFqe4v99N37SK4/UWIlGpmT6mbGUxKaVT80K2Qav08If0mayDoz8GORsoggHIXYrDSaY/3fig1NTeZitJeIlSdvktKKfDzAP6XUuoFAF4O4G4APwrgA0qp5wH4gPmcmKKs6otnuq9UK6X9LkrPbE8gRL97l5SnVE4wiJC+6+1EsyRKUWrTd7kSGFJRSkTCVypLlpkXwy2Et/MKK8NUv/8Y71wpnZW+K/YopbQIjoGQXlHa040B/SOoeypV4A0iABhhrM8lW+t0RNO+50HpuwT0s4nZOaV9VkoZY+sAvhbArwKAUqpQSl0A8K0AbBPgOwB826Wd4mKSP5VSKqWzZYwxBMbng57bPCCkF/fe05utVM4UhFyFV0obc9AYizanNOEMCci+S8SjnhMqovSUbucV1oapkUc8pbSrntIZYUZ2wTMgpTQqjZm1Pd0YEFI1ZgbLgM/G0vwCluSuPna22mnw2H40RrYFPjYxP0gTdJTQnFI8B8AZAL/GGPsUY+xXGGMrAK5VSp0CAPPxmhbOc+EovUI0L5sPd18pLZH1UilsWMh6erPVgSOefTd4TylcT6tWSsOPhLH91RySlFIiGvVImDjpu9uTCquj1PSU+kppN0VpOuPeK6btuz18Ls0DZN+1G7ZeMn1IpdT0lI6EKUoHq50Gj+2HHtlGRWnfqe27izHL/VKK0hTAKwD8F6XUVwDYwdOw6jLG3sIYu50xdvuZM/0L8imFBDP3semgo8prYK+QIHTi6TygHzr9Xvxo+6xJacYATEboKbWKCTdLgAhK6cDYBYdqEvTYBGHx03crZqb3BrwvbeUl1kaZXnhy7gWrdFWUmmJnhlJKPaVxqe27/U3fVX5rCQAVciSMUaeHcgcAIAZx7LvThTkVpf1ESoAxkH0XwEkAJ5VSHzefvwu6SD3NGLsOAMzHmUM2lVK/rJS6RSl1y9VXX30Jp3F5UgqJ1YHecc/L/dN3K6S9vNkI3zra2wevQuKn7wafU1o/+BWYsQyGvekJoTDkppeNlFIiEs4lqSQqROgpnVRYHc5SSjuYU+qNoprVU5rZcTE9fC7NA3XybH/Td4X0Nq0RqafUKKVqsNpp8Ni+5+GvkQIfm5gftI1bBx2JBbgGDl2UKqUeB/AIY+zLzUtfD+ALAN4N4M3mtTcD+P1LOsMFpRRKB1dgVk+pQuqK0qSXN5vGYOgeP3idfVeFL0qVl77LWBJlJEwlFTJblIKKUiIOtS1KRrHvbjn7bvc9pZWY3VO6J323p/fl2LgZnUr22r7r95QqETB919h3B2Jbn8tgLficUqWUUYu949H7sZcIm7vBmBvbdTmTXuKf//sAfoMxNgDwAIC/CV3ovpMx9v0AHgbwnZd4jIWkEBJHljJgc7/0XX2D0UVp/3akfetqX5VS/2dQIAUL/NCR3k6s5HFGwggpXdonKaVELOoJFAoVM4/NgPelrbzC+ihM+q5Ufk+pp5SaH0KtovbvuTQP2N9DAgGlnHG0V8TsKbUjYQZC23djKKW29iD7LiEVdPouXwz77iUVpUqpTwO4ZcaXvv5S/t4+UAqJ1WGK1/OPYuXkBHjeG93XKiGdQqX7ly7/C+3pIijoqKFUigibE759l0UaCaN7SvWCY4jCKEV9XIYRMRFeT2k9EibcQrhh3+XdzimtGj2lXtCRyT5IZ6ioRDhq+66M9jsQUqEUEqMsiXJ8OaUSBlVKbQq1KUrlcK3z9F2lFMalwLJp+WpYuN039XOd1HekUkg4wBnNKSUugbLSRenfS38P13/x/9f4mpBKD2YGUKl+9pQ2dkJ7GnsvFdwcsjJKUervRscZCSOkwtAoMwlkcAszQQD+nFIRvKe0FBLjUtRBR7421kVPqdxPKdUfZ32NCIe16CWIZ9/9lT97AN/8838W5djALKU0vH03q3RPKQKMhHnv5x/HK3/iA9jJ9b9TuGvAbFqr8BvGxHwgGiNhqCglDkkpFFaHqVZ/pm6oejajX4xc/hfa00VIBd7zlEc/zCGGUqpUHTnPeAIZ4cFXeeORAADlbtDjEwRQ2+WgZG3fDbQQtgvRVTunlHNIFWNOqVFKGSmlMbELT4546bunNiZ4bGMc5diALsxZrKLUvg/kBEgG4ElSp+925Go7eX6M7bzC+V29KWuXhDHXB8R8IKUC5zboKPbZXDpUlEZAKYVCSKyOUgxZCUwNfm4opT0tSqVXEPV18SOVAneBV+GTb/3jI1pPqcKAe//uMt5CiOgvyrPvisBBR1sTU5R6c0q7HEGxn1JqbYvOvtvTzcLY2A2SBBIsklJaSRlVlZm274ZcI1ilNEEF8EzbJjtWSu3YwHGh/53Cs3BLcIgIM8SJ+UCv0xgShoUIOqKiNAL24a6V0hLw5k8qpbRS2kjf7d/Nxg/Z6eviRynfnhPXvqs1W4bQhfFepZSKUiI8+mFv+/zjFKXro0AjYfZRSp1t1NyPQ4bLEDXSBR3ZTdvw6wMhtdtLRdowF3LKvhuwp9RZZ2UFJBkYQ+f2XRuGOS71e87vK1aMitI+I5RJ3yX7LnFYSrPrtTZKMULRUErtNWV3o0uk6GvQkbPn9PRmK6aUUtblz0Ep4O4/bCxC/ch5xjlUhAefkBJD5i1+yb5LRMAP/aqL0jBF2baz72YufbfLoCMhVW3RnaGU2mKIitI41Pbdus85/DmYVPZISxM9EqYmbPqu3ZzRRSlnrPOi1K4Zd41SKj0Lt9sw7qGjjtB7UpwxcNbzOaXE4SkrfeGsGKXUt+DYfgWrkJFSin7bd61S2vV18PhdwG9+D/Dgh9xLyluIKxbnwVcJVY+gAEgpJaKg34umfytw+u7WRG9aro3q9F1HJ+m70kvYrd97UiowVid+UlEaB6uS1b+j8BZeUyO59UpolNLRe46g9l19XK48+66yRWk3z8e9Sql+nUNBMd1ao3rqKIuNUmrPWMeQaPsukPDFmFNKRWkEbH/AaqoX3Myz79pdULtTXaqe9pTSSJiGfbfzzQlb7JUT95JfFDNuziRKTykFHRFx8TfJ6pEwYYoBp5T6c0pZN0FHSqlmP/+UUppyphUiAFLQIjgGjZEwQJRNW6uUVpGSVUTUOaXm568qIEnBGTznQsf2XdtT6rkWJEv08WmTKAp/dNcpvPIn3+9+N6Fp2HcXoFagojQC1oqxxPXDvamUNi1SfVVKhadM9PVmqxOIrVLKu92cUHt33fVC3P7smX7wRRgJQz2lRGykgmsnEIF7SjdNT+na0LRydNhT6jZFZ6bv6kAN7npK44Ts9B2rUsbMXLDrlCqSMjM9EiakWmzVYa5KIBmAMS8HuCuldCroyA9es+PaVA/XifPAibM7uLBb4vHNycW/uWWUUtrRZuy7pJQSh8IWpUNohZSp+oYqhF0UmF15JOhjT6nfw9XHohxoPngrJB33lNoNAL8orRfiYCb2PsJImAH1lBKRaVrpA/eU2qJ0VPeUgnXTU2p32pMZCbvCKKWcgo6iIp2bKt6mrVVrrZU1+PG9cWn6hfBzSrm09l0dBAigs+djbpTS3XIqfZdJKPNsVj2d5x6bHbNRcHY7D35sZ+Nmi6OUprFPoI+4opTpopTPUkrNA6eMkLo6DzTtu/1c/Pg9nVop7fDnIPcqI8oFLTEwzqAizCnVoSuklBJx8UO/RHD7bomEM4wyXtt3OwpWsUqp2wiaejYlnGnbIqgojYUO+YnTT2mxhVmstE+pAMbqY4csyPbad72RMB0JCKX5eU9s0JEtRpSEZBwKipTSSFj1+uxW+KLU2bi5Lkwj7RG1CimlEbC7XlYp5b5Suse+m/ayKBWS7Lu6gb22cTOo7uyzaq8y4nrLGK8fvMGVUokMVJQScZHeCApp028DjoRZHaZe2ihD/ehuWSk1z5+RnQ3sBx2Z3iXr7JE9vS/HRvghgECUTVurlJa9tO8a66z0go46Hwmjf8cu6MhP343kYiI0O6bnP45Saq4DzpBwmlNKHBK76zVEAaBZlNbpuz0POvKHY/f0Zis8tViq7kZA6L93ln3XbAzwxIQ5hJ9TqntKyb5LxKVpZecmDTucfdcm79rjg3WslCYmddsrPLVSyp19t6+bhbFpuIiAKOm7lVS4Fk/iul/4MuDxzwU//rR9N2TyrLDpu9L2lIabU+pGwszqKSX7bhSspfrMdhH82K4oXSD7LhWlEbD23cEBlNISfS1KlUue7evix/bVup1QoLsCXc4oSu2sWMbBIimlZN8l5gF/JAzAIFk4pXTTKKV+UVovgtt9NlROKbWzSJt5BwkHGPWURqWRjgxESt9VuI49CV5uAxceCn58qYDUG1TKoiilpZ5Tyn2ltNugo4ntKd2jlHKy70ZiN6JS6uoFCjoiLoXS7HoNlN5ZSdRTpe9y9DHoSCc99lspVcaipBjXPaVAdz+LGem7yrPvut3gCEFHTfsuKaVEeJRSSJm17ybmvRDmvrydl1i3IUeAVklZN/cDu6gZ8L1KqVAKKaOgo9iIaaU0gn1XSIUU5lkRoyj23o9AxJEwPDVBR91uGtvZ9ruFsc67OaVSzxBXrGG1J8KxG7Gn1P7KOY2EIS4Fu+uVzShKG/OnkEBECJeZB/y5gH0NOqpnsbHO0/1q+67fU2qV0gQMZkB4lJEwvn2XlFIiPEIpJG4RHHY80nZe1TNKgaZ9t+UNS7vgHvK9haeQChmPq9AR06o94gQd+Q6WSD2tiVeUhvwZuMRhWWmllLHOi9LcjoQpbTvPDKWU3o9R2I2avmvtu1otjRU81iZUlEbA9pQ6pRRe346NG1eiDtRYgN2Pp0vjwdvTm60NV1GMd2rf/dU/fxA/8YemL2hqJAw39l3XUxr4WqykcknUAKIppR/+0hm84v99nws1IPqFVEBm34LWPhtos3B7UmFlyr6LrtN3ZymlUmHoFaW0CI5DY8MWiDMSRqp6lm2ETXOlgIT5L4RXSpkoAJ6BubwFdN5TOnZKqddTGqm1htBY9fpshJ5SN8KLM20jp6KUOAy2pzSzQUdQ7sHiK6WK6a7KPvYKNNJ3e6qU6qHI2j7b5UPvxNkdPH5+R38ypZRyCICxaPZd4S1+SpVEU0rvfWIbT+4U2BiXUY5PxMVPwkbgonS3EFjOkimltKM5pW4kzN57r5AKA18p7el9OTZCIrp9t/KL0gi20emsgaA9pUKBM3PMxKbvdpOGbZlO37XvU+bWiayX68R5IKpSaq3kjGmldAEELCpKI1BO2XcBAEIvdm36LocwvUu8lztgjTCHnvZKCFUHDXVZlArlzTib6inlUCZ9N/xurFLKFKX6mFtYilaUTu9QE/1CecEqytr1Ar0X8kqaGaV1+q9i3QSrVE4p3etSqaTEoGGZ7Od9OTZ77bvh3Ru6r3XvGLFQ6PFE9eehe0pTzvWabY99t9s5pXYmpj0MV6antKfrxHnAFqW7hXCqaShcbzHTSinNKSUOhbVipNIrSqUuSvemqoUfwzEPNGLve3qztbPY9CK4u55SIWZbpd0sOMbBAN3fHPBatO8FG6ixheVo9t0dG8Xfz0ux90jp9bC5TaIw74VJKTCaUkrdIrjlc7CbLhmz6bu+Ulq/rr9ISmkM9o6EiRV0FG80kG5tqWEhzuHjbwPe/noIKZEmTG8G8CxI0NH0SJh6nSjq+xE9nKKwW1S4em0IADi7FdbCW9t39f8WYdOcitII2F2v1FNKZWWVUt++a8ZD97Aocyoh0NvFj+vpRPdKaa1Kz5hTakbChLYI2feCtWltq5hKaXM+HNEv9AgK02cZ0MGilEJeSQz3FKXdbFLZTIPZ9l3ZtO9ST2kUdOiW97OPVpTG2zSWCki5dy8OsUY4cw/w+F0ohULCmVFK03pcGhBsJEzdU1qPjCP7bniKSqIUCjdesQwAOBPYwrvHvks9pcRhsPZdXymd5BMA3g6YEtClQl+Djnz7bj8XP25AeMO+2/61IKRN+cWeoCOmTPqu3Q0OuBtbK6X697+NJahYSqkJOFqEng3i6aPTPo16aDeJAiwCc6OQNO27DKwj+26tlO5VwYQCBl4xxHq6WRibPUppjJEwKr591x8JE6SnVFaAFDqFOuGAKIBkUIcAAsGUUleUOvGCQ9H7MTh2s9oWpaH7SqVTSinoiLgEbFGayPoCHk/0f1eefVeaoKM+KqVN+24/b7a+fVZ2ad/1Z8Kah7vyIud1+i4LbiWfntm7FVEp3S1tL8/lf9Mnnj66KDWfMAbFwiilVhkZplNKaUdzSu17ztl0vU0oIWWtoHZwbOJgaNU+vn03i2nfVU37bpBrUUpAVqik1Eqps++yTp/PgJe+65RS/TpTAmAJRIRkfALYLfV66ZmmKD0XOIFXTCulC3ANUFEaAWvFSISnlJqiVNigIyXcDhjrYU+pkL59t5+LH23flfUICqCzonR6A8Afzl2PhOFBLUKzlFIUcZTS3bw5tJzoF425iAHbKialr5TaopShu5EwxsUzY0OwElNzSnu6WRgboRSyRuBU+KCjSsraQhzDvitrO32u0jA/AyV0USoUMs++y93MYHTys1BKuTXjeE9Pqbdp3VNHWUx2cv0zv2I5AwDkVdjfgZtTyhkSTvZd4pCUlbmQxMS9Zu27bk4pJBRL63J0AXZAng6NWWw9bOBXnj2n8/Tdhn13rz0InNd9M0F7Ss3mjSlKt1S8oKPpgAmiX0gvfdctAgNcCnaRM0r3GQnT8knY9MaU7bVmSqUaSmmQcBliD1JOFaUx7LMStVIaoSgV3iZRhSSMlVyaolQqJAnT4ZR2TqnqbiSMzSAZZRyVVCiF9HpKhRsJ09fN+5jYTYK1kS5KQ68P7OESk767CJkXVJRGoBACnAFc1PbdSW6VUnuzqXTUt+rWFjKv+D1cfdyRn7kTCnQWdFSn7zZHn7j0XQYgVk+p+f0XyKJdC9O9PES/UFM9paEWgbVSOl2UdrNJZTeCZlkzK6lcT2mu0t49k+aF6X7KGJu2lZR1T2kk+64tSkuknT8XvuttH8WDZzYBKAhRIWXGvpsMvNYWdPKesCrpkSVd+OwWwv3KmRsJQ0VpDHbMCJjVUQog/Pqgtu+Cgo6Iw1NUUvcIVXVRmlul1AUd6Z7SrlPd5hUhZ48p6Qu1fTbAnFK5tyh1mSrKpO8iQk+pcw3omb0iYuiXnT/WQ9GegP69J/aTgK4B21PatO/6dv6Wg46sUmruB8z7N0qpXC+j3iCiN0MMhAQyP3k2ypzS2RbvUCgFryhNOlftP/foBrbGZr0mSoy4OV6SmpEw9sQ6KEqrZlE6KUVDKQXNKY1GrZTqojT0nFBXlNqgI3X5515QURqBopIYZhyoavtuXugbnlOofFsG0LsbjnDjUNBLpVRO2XeD9ZTOVEqTOmEwUk+p26CJ9D4gpbTfaHXKKKUBR8LURWkCt/QNoJQmM+y7Wim1RWlK6buRkErV6chAnPRdKd386FhBS75S2vW1WAkFJUwCu6jq0UgBgo7KKaV0XAgXaMPM85lGwsTBKqVrQ/27Cb0+sIdLTNCRPoegp9A6VJRGIK8khmmzKC0KHXpk1SEGCcW9orRnYUfK6ynt48122j4rVSilVJrj609tUWxHwsSYU5ogft+M6ymlorSXSAVwL+gomFJqVJJh2lRKu+sptRtBVikVja+RUhqfvfbdPs4p9XpKVdJ5YV5KCSlsEV5hyRalSVaPSwM6WaY5pXSU4W8lf4Dy3EN15oTSmQ+hx7URmt09Smlg+64LOgIS80i43C28VJRGIK8kBimfsu82e0p7r5SSfReA3glVHe/EzppTWhfFUyNhIiilXAlIlkZWSpujcoh+ofxCgIXrKc19pdQrSl3eZ8vXo/A2gvTfLxtfs0pprjJSSiOhNwdi23eVS0WPNafUjmjqWikVUkEpQNoQwKrC0Nl3B2CMQXXkXADqWcXXD3bx1uxWjO77Q2cTtUFHUpF9NwY2lX81VlHqjYTh3Cqll/cahYrSCNQ9pbVSWlql1AUdmZtNr3tKyb5ri8Iur4NZ9l23/lVKb8PB7AYHvA799F3F0mh9M0UlXQJi6J4RYj7w0z5VwJm9VinVPaVeUcxMh2tXRanS94E9Sils6BjZd2PhW8kBRLknVlLVFu8ICp2UgJ1NUCLttKfU2meVOYaSVd1TynUxgo7mBgO1UnrV0NiHi8me9h4KOoqDnV++OkxNCnNo+665X/PavktKKfG0ySth7Ls51GAVAFCUzTmlddS3oWc3HKXgFUr9W/xIuzkBBdZ1T+lTpu/6SmnYorBeIMftKbVhBsDlvwtJHA6p4JQZBLSS257SYZoA5dieAOqujnbPwdnBTMHpBx0Jr5exQNb4Wp94x1+cwPe9/ZPRjq9ndHo/+0jpt7GVUh5oJIwVClxRKiqXQo0kM9/VXZuVLYqvyLRwIcpJvT5QEuA2BLCf78eY7OZ6ksYw5VHSb32lNDFK6eXeYkRFaQRq++4EzBSl1ZRSyv1UNQB96yltFEo9vNm69F0lm9dBBw/f6insu8wVpeYKjNBTyiFcf3WMhfBuWdvjqCjtJ/7cZMaY7vEOad9FDvzBDwHpCLj+ZqiOe0qtfZf7QUfC7yntfgzHvPKph8/jzofPRzu+3hyIa9+tGvbdOD2lZg3efVEqpjbHZYmB/flzXZSqLpVSc/xjaQkAEGVet/eYdaLeJOvn+zEmu4XA8iAFM/bZ0AWh20RkDNwGHZFSSjxd6qCjHBjqorQszS6YvaCUhOJpb5XShqW0Z/92wC8KVT2HDOjkZyEb9l2bMgtzfAmwRC/EA49k8a2Erm8GCG5l38k9pbR/lyIBO6fU/Dd4sPeCnVO6dtc7gEdvB974K8BVzwPr6H7gxjD5C1xz0QupkJmiVPfx9fPNsJ1XKKt4/3bpJc8CCF6MSNNjmUZ0MsnpkTAdXou2dcMV/7LCkJv/Nkop67Cn1AUdpXqNqKq8Tt9V0qXv9q3Fax7YLSosD3QrRcJY8ILQpe9yTymlopR4uuSup3QMWKW0nFZKKzOkvbsduHlGKV+9698OoG+fZR0XpZVU4NYOZhY4ytn4lKeUBu4p9RbIkmWd/gyeipj23f/+sYfwN37tE0GPSexFSiCx7xGeBHMNWPtuNjmrVdIXfov+Autmg2bavquPUSdP20Kkz0FHm5OqLlQiIJVCBu/aC6yU2mskiWjf9TetS5WCqfZ/Br/0ofvxQ7d9ymUbuGejqDCctu8G6Ck9kug1oizzuvjxnVQ9WyPOA7uFwErGgHwLCWfx5pQyuKAjsu8ST5u8FHX67nANQF2UTiulvQ068uy7fVz82OcggzKL4G6VUrsBoJx91x5furmIoUeyiCn7bqyi1M4iA8Lf8D/36AY++MUzjcKYCI+27/pBR2GU0rySesEhCiAZ1l/oSJkR3qaow2wKaqVUv573uKd0e1KhEDJaErdQQMr9ojTsvcFeI5ktSiP1tNoRGFVHSulH7z+HOx467zZHfTfRwG1QTRel7V8TNn13levcEVXlyCtjr4fuKaWgozjsFhW+kX0U+NkXY4VNgm9a2w2TLOH1nNLL/DKgojQChfDmlBqlVFRTc0plBdUIuOlZUSq9hwBw+b/TniZ703e724mtpHQ/a1mVjePbIAXOEKyPzj8vwB+PFMc14BeEoReiup9I4dwn39lLx8C8MD2nNGTQ0ShLwEQBpAPvK932lLJZSqk3m7LP6btbub5HxlJLpT8jFAh+P9w7Nij8z0EHIerjFkibyn5LnN3OUQrpgobsJrmSJTI3Ekan73bZU2qPvwwzrUEU7plk7bsxZ3j3md1C4Dr2JJBv4Eb2RHDrbFGZDaKE13NKL/NagYrSCOSlte/WSqlwSqkEY/pmo5inlPYs6EgphUHi983064ZbF4UKYEyn6wHdKKWqfuCKajroSJm5iOHGYFiaM3vT+VBKA1+GlVC4md2PG973t4GHPhL24B7//r334Ht+5WPRjh8bpfw+vnAjGCaVLkoxpZTKjpVSJmcrpYkrSvutlAJ1AE1opJrqKQ1s37UtRjaJOZZ9t07f7WaD5MxWjkoo9+91QWdSYATbU6o3irrq8QZq+24mTPp2lbtRJI1N656+H2OyUwgMzTr1enYueEFoNywGKQUdEZdAXkkMEqaVUhN0ZBWqSiqknOkHDe92FMg8I6RCxuOFOcSmtu96O6FAJ7vSlZRuGLsQZeMwOgWaaaU08G5sPbO3imrf3Y3YU1oKiSWmbVvIt4Me2+cX/vR+fOS+c/j8YxvRziEm/pzSkHMBJ6XEyLZ6eEop68guWLn2kb1KaSVlPRJGZXpBfJnvyj9dlFLYznVBEivsSEgVdSSMnFZKY9l33ZzSRG+etuimklLh3E6BwlNKEy+hPttj32Uz/pZ2sJsfmdjVhxIFJoXQh1Rk341JWUln5b4eZ4MXhPba1EopBR0Rh6SoBJYTcyM39l0p6p7ShDNAanWot/ZdpTDwr86eWRenlcpu03eBZTMDfI99F8qk7+rPovSUSmGSqCMVpXmtRIS275ZC1qMXRB702D4vOK4dHb/6Zw9GO4eYSM8uyHg4ZcLadyHyZk9pR+8F6SmllV0emMW+9FoqcpjFeM+eS3klnW23jKiUpoi3YWs3LpyFONJImLooNQ+vFn8OF8YlhFQohfR6So1lVpa1SmzTd3lizqE7pTSttFLKRIFxKbCUJWBSAAHvR0QTP5H8OnYueEE4syi9zO/JVJRGIK8kVhKz0DX23Twv8I0/92F85P6zSDnXN9iOA27mGaWAYZ+V0kb6Luu8p3Rki9KZI2G4OYfA6bu+UsoiFqVlfe2FXocWQtWKhOk7j8GSib1/92cew/mdeOcRC23fNT1l4PptEEgpHWaJ/t37PaWsm81Kp5TKCqUrPGul1G6QFB0UApcDW5N6gyqPpJRKBaTM+7mHTt91RWk8+65UQGLWB6VyO6qt/f1nt/UGYCmUyzZoBh2ZfzMP11OaWKVUFtgtdFEKbyRMX+30MSmldM+F4+ps8IKwEHVPKdl3iUOhlEJeSSwzrUj5QUf3PL6Fzz26qYdCSzObsadFqZAKKSmletHZsVIqJDBK9d+vhH6w24Hh3ETOc5c4GlIpbQYdRbPv5vHsu5WQLuVSVZOgx/axC6NKKjy527+i1FdmtDIRpr86rwRGGddKaTpyrzv7bsvn4K5vvyiVAqWQkApuMV54X+sT255rIpZSqu27fk9p4KCj6ZEwkey7NjG+QtL6eZzd0kWpkMqFyXBXlFZ18rCbU2r+YAfPJrv5kZS6KOVGKR1lCaBEPTKuZ2vEeUBI5a6Fa3EmvH3XXBsDUkqJw2KtP86+a3pK3U0OQJpwQMrmQrxnQUdCKgwaSmm/brj23maDDLpUCYWUGDn3kRn5UNnEQQEkGRgQPOjIJVErYcYjdRe7/1TE7im1O/Q7uztBj904j6r+d1/uO7GHQc8pNZ+4YJEARWlpk9pzF6oCoLP7gX3PQVaoWK2U2nmp9p7cX6W0dP8dN+jIT98NPBLGqjNOKY1g3/XGmJWuKG1PKT2zXbdKjEv997qgIyUwYM2gIzD7AG3/nmDtu7zSRWkidfru8iDRhThPyL4biUrUSdjXqrMIHcjt7Lte0NHl3lOaxj6BvmHnSy0xozakS5DgSJm2Y4xLYXpKq6mAm37dcCh91+vp5BxSdWcPElJhmNhPTIiHU0orPRKGI9qcUiZLgK1GDDqqFzuhi9JCKAzN+IHzm9tYDXr0mlJIpJyhkuqy34k9DNKbmxwi6Ogdf3ECf3bvGUwqgStWBkCZA8sr9Td0FHQkpNQ520qi5AO9ByUFxq4oNem7qqdKqWff9TdqQqJH88RL392jlEbpKYVTi51S2uJ5nN2u3SB2U9JtBMgKmV06G/su69C+WwiJLGFghd6U5KrUPaWDBMila/Mi+254dEik/rlfrc659VMoZvWUXu7TE0kpDYxVoFxRmi2BJRm+7nnH8NVfdhUA6PTdPT2l/VoICjVtUerX4sel7ypZ23OA7otSaYvSehwLeAYGZorSDq/DJx8ETn/BfVr3lEYOOioEzP0+eE9pWUkcMZvxRT4Oe3CPQkhtF8PlvxN7GJRqzintsigdFwI/9/4v4QP3PIHtvMIo3TsShnU1EkYp18tf8VopzUtjE2M26KifSummV5RGVUobM7wDK6Xm4ZR6PZah8UfCuKCjDnpKgXpOtd2UYlLUPb3GvttV8BignwFZwgFTlKaqbPSUMsb1DPGeuenmAb1BZDYtILFang16fNtTmnJGc0qJw2GtGCMYG1A2AksyvPjaZVx/VPcMWaVU8QRK9VMpFRL9Hgnj5pTK7ntKVT1+R5mfs7MMyQrgKZgZCdPpbuz7fxz4/b/rPnU/Azlt3w2vlK4O9cInKTaDbkWWQmLFilJl3J7SUaZ//pf7TuxhCDkS5l13nsT53RJKASefHOuf+9RIGM5h3g/tBx1ZNVQwczwpnVKaMaH//cwlo7V6/HlnO6/wOv4x/Kv019w9MjTaSl4fWwUuCl36rrWwRgk6CtNTCsBd+6mz71Z1yJMbCdNNjzegNz8GKQdKU5TKEhOrlJJ9NyqlH0QI4Eh5OvDxJQaJDqJcFPsuFaWBsUrpyLPvgqeALHHdkSX9Emf6yRO5p/TWTzyMb/lPfx78uIC272a97im19l0J1nEKs5CqMRgcmLLvJhkYY93bd4tdIN9yn9Y9pdNzSsP3lK6NMqxhF9/+3q8C/vQngh27kgqrmf73yjLeSJhSKAxTo5Re5juxh8EPOmLMbBZ29F749Y+ecBsATqGeGgmjnQvoZCTM0BalnlJq1aIBlwBPIZ1dMc5m4Q+/89P4qffcHfy425MSr+Z34TuSP48XdKSac0pltPTdeEqpdi7o/66mUqLbwFdKd6eU0hQCGWxP6dSc0o5Gwgx8pRRaKV0emKAjTum7sZieGXysCFyUVtraDaC2717mz2cqSgPjlFJlbnrZkr6xiRLXHZlSSllc++5bf+cu3PXoRvDjAmTfrUeyqDpYBejkOhBeaARTzaAjZntKmQ066vDBJyvAS5ite0orgKXRekonpV4AfBl7VL9w7x8HO3ZRSTdDVlXxitKiqpXSy30n9jD4c0rR4XgkpRQePLuDr37uVe610YyRMIzp0TRdjISxYUaSW6W0DjrKoItS1YE6dVCkVPidOx/F2z70QPBjb020SrbGxiiLOCnUvn03VxmUCG3ftUWpVUrDF0PC+xkI1oV9t/7d2g2Z5CmKUsa6nVM6SOuiNFMlxoVN35V19ggVpcHRQYQCWLoCAHBF9XjQ4zsVHUBCI2GIw2CDjoaoe0rBM6OU6qK0nlMabyHuE+Mi3xN73zP7rivIOu4pVUpBqma/DFArpUxWXk9px4mjU0Vp5RelEWf25pXE0iDBM9kZ/cKxm4IduxQSy4mZjxmzKPV6Si/3ndjDoJQCtzviVrXv4DqclBKlUHjBdWvutaEdCTPVU9rFQlRI5fpGBTfHU3XQUcpMURpRKX3gbLwU6u28cteByjejnIP0nC0FUihZXuRPtMsepTRK0FHdU1q5orRdpdRuwjWufWjr9F77rvmDHdwbc2GVUp2+O0CJ3aLy0nc5RAdWfuLi6J5SCYyO4AI7gqvKU0GPXwrTbwyA00gY4jBYBWpoldJ0BCQpICpcf1Tbd136LudzEXQU4yJXXroegN71LinPvlvPRUQni1Cg3gXmaqooNZsjTintSKn9tl/4CD514gwm413vdbvoEVBJ1mkC8VOhVcIEz2RP6BdCF6U2Iz1SUaqUMj2l/Q06aswp7bCndNOMHLn+6BLWTB/zMLVKqW/fBRRrP9xEePZdlfhKqUl5hO5hcz10EZTSOx8+DwBYH4UfHrCVV64YU5M4RanvItJFaRylNOacUqXg3D2iZdVeKYVz24Vrp7Lp675Smk7NKe1yJExZSQwSBhTbAHRRujEuzXNBgfHM2Hf7tXEfG6UUKqn02Dye4on0OK4KrZRWyhWllL5LHApr3x0oq5QuO6X02vURGAPShOkbLIuXOHp+p7avxFiE+n2OAHqnlDr7rlK6h62jkB/hil87ILwZdMRkaXpK9fK3i76V7UmFTz9yAUpW4LIuvKxSisj23bySWMoS3GiL0kG4wSyVUFgySmmsolRIBaXgBR31sCiVU+m7qptgkY2xLkqPLGW4zgTf6aCjSbMoZd2MaNJKqb4HOPuuN6c0ZTqNO6ZSeudDuii96aqVi3xn+2j7rvmZT+K0tkhZF4QVEiCwfdfelzObQBvhGhCyDh4TrN2e0lIoFELi2LL+e3dza9+tN3BTVHpjhutitOuRMKtpCUChTJaRMAWmBFZTc6xsBAlOPaWBaWzo8xRnkuO4JnBRWnr2XRd0REop8XSw9t3M9ZSOXE/pIOW4anVodkFVbRMDENqa8cDZHVyNC/hqfleconTPgPB+3XDrn7kEGDOqCDpXStm0UiqFSd9lnaR9AkAu6p6dASq3461j/2v7bryiVMfvP4ubEIOAi7BCSGTmfcBEnB42Ox5oKet30BFvKKXoRBXZNEXp+ijDcaPULCXQ11wypZR24FzQSqlJ4k72pu9a+660ylCEbXmrlMawkW9PSiylZiMvln3XXIsKDCVSqMBBR9IVpZHtu1Ypbbmn1I76WTFOBXvt242AFAKpqmrrLtB50NE61/f+YnAEgFZL17ixbaej7se1EXuofMcAT/BEeh2uFE8EnVVaihlBR5f5pvElF6WMsYQx9inG2B+az69gjL2PMXav+Xjs0k9zcXDz3pTpnXNKqb6Qrz8ywtBuukWczfjAmW389fT9+LXs36EKvBMLmB4u/ybbs6AjZ99VOuhIdbQTa4tS7s3aAmqbOWRp7LusM8uiVWXdIscogpVUur9aVOa90F3Y08XOb3mQ4FnMFqVhR8LELkrtIm3YY/uubxese7zb/zn4Sun1JmNgOTH3Pn8kDOtmbnAjTdIos5UonVKaGDs/rGUysEq2NSnxpdPb5rzCX4dbk0pvEgBI8kghgOZ3pFgCqVi8kTAR03el9IvSdu279nlkx4BNp+8mELoQSbyilHeolFYSq2ZaQzU4CgAYoMJqaoqfbEnbd7sMIST24IpSpYvSs9lxbevefDTYOfg9pQmNhHH8EAA/m/1HAXxAKfU8AB8wnxMGu8BLZa77EJLM9JTqxcg//qtfjh94zbP1NzcCbsJeaA+e3cEQBQZMQOa7F/8DLaMTYcm+yyBN/5a5DlpeANRFabNPqBRKj6NRUtt3zdkwqNavRWdpd0XpxJ2b669mMZVSibW0xHXsyaDHF1KHUNn+Jd/aHBKrmo/S/gYd+XNKGeedzQW0PaXrS5nraVvmNulzhn23gzmltqcURikty8qb1VgBiT8SJux78ZyXihpFKc0rDBNzz4yqlEpIlkCAh+8pVbYojWfflQp77bst/Rysm215YJTSQkBnXdd91YmqzOaMhvHuHG2TSuBIqu/9YnQUgFZKV8x9gaVDmlMaASGa9t2z6XX6CxceCnYOhVBe0JE5r8v8+XxJRSlj7AYArwPwK97L3wrgHea/3wHg2y7lGIuGVUozWejkXcD1lALA1zzvanzNc44CABhPgEgL8QfP7uhQCwAi3w567OlEWAC9U0rdnFJlitKOIufrotQEHUEBUqIUst4J5wk4B6TqZoPE2kMHZjEsS12UVkKZmb2VDjqKWJReJ71ekUDHt8Wg7d3i0ey7pig1PaUxFKrY2EIAABTjetOoi57SXa+n1CilSzOUUq2LtL8QFUrVjoVUH7+sKhd0xMXEzNaOE3Q0MQUDZ3EUga1JhZEpSpMyVlGqVUrFuA75CT2n1Lz/U9tTGsHC7b8fnX23peK4Vkr1M3e3rGrrPmxPaek2bQCA2QK1g3vCuBBYN1ZdOdTGwwEqLDv7rlFKL/Ni5HKjlHbNpN0j5zJTlJ4/Ee4c7AxbkH3X8nMAfgTN4YXXKqVOAYD5eM0lHmOhsLtwiRzXRWmSNX3o5uaq/HCXwD2lD57dqdP1irAR/PY9ZS2lAHq3C1jvdilTlHZTELqi1Pv5FmWBopJ1kIUZCdPVtTht3y0mu+bcJJLEJlGn3qzWcNdCJSSEVDhePVa/GLgorZXSSEVppX/f/R4JUyszur+5K6VUPwfWRqkLOtpPKXUn1iJC1EFHLLVKqbbvjjIOVuXG1hvHvmuL45VBihhrr61J6Xpuk2Ir/AnAhgAKqEhKaW3ftUppnKLUhvPJtntKq6me0kK42b2A/ncnqmnfrYXSjorSRCulatkUpazCMjNFaTaEIvtucETDvptiI7tWj+Y5H04pLYVElpqe0r4HHTHGXg/gCaXUHYf8829hjN3OGLv9zJkzhz2Nyw7bq5eIXO84A9oG4s8asw+ZiLMZN8dlNKXULnr93cm+FaV1T6kwRWnX6bv137sznphRJHYRnoIxdFYUFqI5B24y1psglVTITOgXi9Rfbe32R+X5+sVAi0CrINvFXxKpKLU/g+PVo/jP2c9DlZOL/InFoxF0BN1WobooSscllgcJsoTjlc++Aj/09c/DV1y/rL9olEsA9fuxg/uBXYAz01NalhXGhQ77QpXrHraW+/gOSm5sxMvDBFUEhS6vpLtPZdGUUqMSMmMjD/w7sM/nxG5IRLfvtnst5hcpShO2176bOKW0/YJgXAqsMV2UsiWrlJZYMkopMz2lfVsjxaZyG/pmTFaS4gl+dVD77sw5pT1WSr8awBsYYycA3Abg6xhj/x3AacbYdQBgPj4x6w8rpX5ZKXWLUuqWq6+++hJO4/KiLkrHOnkXcOm7DnNzZRETR0upnJ0SedgdYfumakSc982+a/7pOugo6awotVZM3yq9Myn0GBQ7iiTJwBirtwhaPgf7nrCbILlTSr3+tkjvBWu3HzHv/RloJ3JaKU1UXPvuc7c/hdcnH8fy5n1RziMmflHKGO9kHAugg46OLGkFZpgm+Iff8Hws8dn2XU37zglnF8+sfdcqpQlQjrVS2mGwy1MxsQXDII0yj8+qlACQlXGUUin1zFzFElTgwdN3G6mjQJRns2gEHdme0nbTd1eHKUbI8deKd2E1qf/uFFInwjeCjrp7No1LgVWui9Jk5UoA2r5rn0ksHUHQSJjgVKJp300YwxPsamDjZLBz8HtKrVJ6uTuZDl2UKqXeqpS6QSl1E4A3AfgTpdRfB/BuAG823/ZmAL9/yWe5QNgFODc7zvqTbEop1TdAxf3ZjCHPUr/hrI1L5aHtu3sLpb4FHTkLhukp7Sp91/2svb93N9dK6ZLdHeYJOENn6bfTimCZjwHoxY8LP+Jx5pS65Fno92fFBsHtu24UgX+PCIg9j2XozYJsfDbKecRESi99l5sAui5GwkxKrI+y5ot2Pq1n3+UcOmyo7U0q504AWGbSdysddOSU0nRU97iH7in1lNLQioBSCpUXwDeoItl3lZ7hbe27oZ+Nco99N4ZSWhelsqOe0pVhitfyT+OH1P/Ay/kD7usJBMoyb/SUJrybZ6OUCpNSYpnZovQKAFopHUFvUrJsBAXeXC8RndNUSlMknCFHBgTMfijF3p5ScZlfBl3MKf1pAN/AGLsXwDeYzwlDUelht6wa1/bdJJ3ZUxoz6KiStY1LFaHtu/pjn4OOlG+rteMfgE4Wofo49cN0PCl0Uersu1M9pW3bd6tm8WV7SseFwKp97idZlJ5Sq5S6opSHLErt4k/fG1IVuSiVenNqMOlfUaq8YBV0OB7JV0odtiidUkq7UGultxGUWPuuCToaZolOxk5HXvpupKJ0kLp7VygaIyAADCMVpToEUHj23fBrAx2zZY4bQaFTqhYnJW87fbcOOrqW6baNZc8p85eeuYZnrKVT6bvdBBHaYK8lMxImW617Sp1SOljuLISQ2B/nMjNFKedMbxIFXKv6c0r5ggQdpRf/loujlPoggA+a/z4H4Ovb+HsXkbwSGKZc26AGq/rFPUpp3VMaK+ioEgqDTOicncBBR759V4DryO2eWVPcSBhlg464vgQ6WIQCzVCp8SRHUUmMnFKaGqXU0FFRyp1SqovSrbzC+pAD25jqrw73XrDBZBlKFCrVvXSBFuK1UmpsvJGK0sIGHbmi9FyU84iJVacAmGuxo6CjcYXrj46aL4q9SqkbCdPye6GSdcAZH+jzqIx9dynjQB5XKbWbRKvDNLhNbXqm81CEfS5a7IxOxVNUMdJ3pZfMrk8o6PH1Ofjpu93MKV0Zpq4oXeKli/O85YY14MkzU0FHVt9p95q0M1JHTP+OB8tHAOhN0qFp52DpqLlhbH8eRKfYnnbbU5ooGOdCQKW08npKzSXQ26Aj4nDklcQwTYByMpW+u9e+i0jhLoB+ww15JPuuN6akipTyGBtnTXP23W52Yp1S6t3IxpMcpVAYTfWUdh10ZBUIa9/dmpRYH5gJqTzOSBi7az5QBXJknRUjs3AKsjILEkQeCSP1ZsFw0p9gOotUALfpu4xrZaIjpXR9j1Jqfu/psPFyN0ppPeojyWxRWumidJAAle4pre9HcUbCLA3C23dL10Nm3g8ipn1X6NFEEYKOhPT6SYG49l3GgQ7Td69hFwAAI+793bLSIgKv36dJ0s2zcWyK0qEpSpPROgBt3x149t0YLqK+U08uqGqlVIV1LhRCIUubPaWXe9BRK0opcXCKShqldLdOU+RZ84aq6h15GUEdUkqhFPW8OhY40MHvKa2QautkjFSLiNQqgC5KGeumIHOqtLfI2M0L5FXq5vGBJ7Uyo0+i1XOwI0eYWdyIQqe7bk8qHLkC7hyi2HerWqUskGHYQR/ffkwHimSIa98dCm3jH+b9U0qVH3Rk78udjISZ0VPqlNLavsudpb/d92JeCeeQSAd1UTouhbYV255SHren9I1P/ipeLncA/O/Bji38HjIASyJsW4tFBx1pRaxS4XtKtVJaH1NJ4Z4MoXAjYRobti0ppWaTdHWY4hrste9CVrrdylNKE64t/bztorT0ilLGgUwncQ9QITOKHM+WookXfca21zDbUyoZhGJB349+T6mz717mSikVpYHJbVFaTdwNRveUzlBKWRyl1D583RD10PZdNw5FomKpsa32Sym19xXWsVI6a07pJM9RCo4Vm/rJM3DWXU9pbhUI8zuurH13UmHNPvcjBR05+64qUCBDFjB63ykzRilNIXURwMPas+x5DKr+FqW6j89u4OiCUCnV6mJcSoXtvHqKntLu7bu7hcDSsilKs2ZROhqYntJs1Fka+MWw9t3n796JZyBsUViKZlE6kjsmASus4UxfizroSCuloe27qlGUxplTCiS2KG15g8QqpcuDuqe0kb4uhQ6zydbdSwlnnbwfrVI6QKXt+6YQXuZCjxUEwAajKM/GvtPYpOIpEsTtKV0UpZTsu4HJS4GB7SnNfKV09kiYGEWpVWjsiI7QPaVWFLVKqX6xX0Vpbd+1FqVuFPN6Tmn9904KHXRUK6VpUylt+Rz0IkA5pVSaOZjbeYU1Y99FksWZU+qUUl2UhrTvls6+6137tkAJSGEW41ml7wOjXhalCpxJAAyc804WoFuTCkphr31X7LXvMqCTBOBx6SmlQ/18ElWFvJRYSsy5pKN6kyy0UloJJJxhoHJcgyeDHtv1kMF+VEAR3sLr+ik5Nz1s4YOO/J5SFeHZ7M9qdRskLQcdDdOktu+yi9h3Oe9kbvCuK0pLHXRm7gHLqdAbRGDgyaDXRek//7278MEvzpw82Sl2JAwzPaUu6CiwUkpzSolLohCyDjpK/Tml5qb3+F3Aqc/o/+YJpOqmgf6pcEWpDbwod4MdG6jtB0wJCHSjEM470lOLtX23G2WiDpWqb6R5XmibuZ0RmmTgDJ2m7ybeIkcWE6carbqe0rR+L0Sw7yayRMEyKMaCWcmLKQUZAMpiHOTYjfOwc2SNjX9UhC0G5gEbLqPfi+jEvrs50RuT+yql/kgY1k367rgQrpc8G+jMAyG0UrqW2XmpQ+9+FNq+KzFKOTKZ4xjb1s/RQFRTSqk+oY1gx7fUBVkSKehIRe0pVUrpvVrbU8q7GQkzUDmOMrMRdzH7bkf3BGtXz1AapVTfA1YSU5RmS+C2IAZ6t04CgN/85CP48JfCJ8JXUz2lKWeoFAu2Uefa7KZGwpB9l3ha5KXEMOE6MMLad3mid942HwPe/nqzAwaT8mgIqZSaxXDqekojpe9ComJZr+27cLvB3dp3mZL64S4r5HmOUkgMPaUU8IOO2p5T2uxRktUE24VeaDn7bpJEsu+a94LMUWAAhSpcT6nwHnr2fCa7yFavDHJ8i0sBLrVdclReMIuy/jw+lLXvmv7uLlSRjbFe+K6Ppn6us5RS51zoQCk17/ts2Aw6Wk3MdZgu1XOTI/SUjrIEmTKF+uZjwJXPDXJsfy7hDlvBitoBJptBju1ji9Lavhu4p1Qpt2GtTyjwnFT7WGL6/Sidat9OcW7v+aO8LnRGmCpKZdkYCaNVqg42iWxRqir9/jdjoVYSqcMy06HZMI7zfoyNlLows202IWls6PMUXDGIoO09+viDPUFHQQ7fGaSUBiavBFbtjrNv3xUF8Pt/D5hccEUpa/TRhdv9sBe7te/ywEWpCzpSqvW498sFt9slRT0XEegw6Ei6XdhJUereZ9dTakfCdKeUOlUWgCrH2J7oBcZqVs9KjbFBk5tFQSILlMg6KUb2o5yhlOaTSZBjzzyPYgvbaqQVit1+zSr17YK8K6XUFqV7lFLzO/eCjtDBnFKlVMO+65RS01O6ahNI02FncxkvxqSUGGUJUqmLUrnxWLBjC1nb9baTI+aELgQ7fn0eComSAE8gwPWGYsjji1opLVQCFfr4Xjp/Y8O25Z7SbOe0e224RyktGu/HlNtndDcjYVJV6uOZZ/QSr8zM4CUwxrSDB+idUmrdRHYjIST2ucikVkoTl74bdmRcHXSkX7/clVIqSgNTCIlVMwi5DjrK9M3k/g8A6zfU3xytp9QoI9GKUv2RQaCCWaD17GZbhz0pnX7LOy5KlXR2pKIstVJqR2CYkTCdFaVC1uNnALBqgi1TlK6YX7/eoAlvUXIWWllo+27AndBiKugIAIo8jn03QwUuJnhQHdcvbofv4YmJsOm7PDFLz/avg52iTv0EAHzqvwM/91Lg9Bf051NKads9pXkloRTcZpSdU5qXJZQClp1SOoo6EmaY8roo3Xw02LH9oKOcm2d3GX6TSAcdCYAlJlglsH1X1UFHBbIISqktShUA5hWlLY2EMeExfOdx99pwWimtmkWpTd/toscb0JkGSIfumF/1rFVTlOp7gurIxTTv2GI0RlFa534IV5SGTMO2RSkFHRGXRF5KrKTmBmd7Su1i/4rnAF/5t933Mn9Oacie0imlNKki2XeVhGD9DDqq7yuh7LvCPfDyokApFIa2UDRKqeziWqxyXL1xlw5R8V7bzvV7xBWljaCjcO8Fm/bJhbbvhlVK99p3ywhFaSkUVqH7yh9U1+kXd/pVlEpl3ASMg/PuxrEA0JkDt/834Pf/LnDhYeDhvwDAmnZB1n5hbFWZJasKDVb0eRX682WrlGb+SJjQ6bvNolRtngp2bPtcZJAoEjNjvApblMpG4mcSPFgF0M8Ma9/NkUXoKdUfdU8pg7JtBC29F/LSjNnY8pRSf0a0rHT71WDZvVSn77bd423mk6pSbxpzDvAML7h66HpKAfRXKTXF6PHtLwCf+c2gxy7t2skk4nNmlNLAm9ZuTikFHRGHoRASK/ahb24ozgr32n8GrF/vvpclSZSF+PR8xGhBR/CK0p7dbJX9fauphMHO7LvK7boWhQ46GtjEQZ6CoX0L8a9/9AQ+8vu/jO//4t/C8cRLsazyWik1v36WxBoJUxelpQ06CrQIqzx7kOB6w6DM49h315guhl1Run0m+HkEZedso+BSSrkRFHXybbvXod0AGaYJ8Mn/Blz7Ev2FjUf1e9MuPFGPpWmzMLaqzMg5eXRRWpT6c1eUpiPPvhu2IMkrifXMU8Q2w9l3rYOIyQoVN89uETYNWziVUDqlNLR9t5IKQ5M3EUMpbf4M/PTdtpRSMyFhq97wGEwrpX5QJbRK1cU9YVzYoL2iDjpLh1qpLWcppf1aJ9nC7NUX3g28718EPbZv5wdLkHCgQrigI2czN/Zdxph20FzmajkVpYHZLQTWrA3KFqWv/mHg9f8BeMkbgdXj9TezOAtxuxi2oyhCK6V1T6lflPZLKa2tIfbB2811UM1QSktj3x3w/UbCtHMOv/fpx/DFEyfBIXFFUm98cFHbd5dTew5JHPtuZReiBcrgSmn90JOmQKgipO+WQuIIM0qpNPenRVZKJ5vAf3gJcPe73UtS1cpMV0FHdgNkeedh4PRdwM3fAwxW9b3Ps+4C/pzS9s7BqjJDlNqZkVrnhFFKWR241PZsyIMyKb3nJxC4KK3vlZVTSoun+BPtI/2CjCcQKtE9bSHPQSoMTAZAodLgltGGfZfxeoOkxZ7SYZoAGydxga0DmFJKRdmcMw8ddKRUB3ODywqDlIOJsr4HJJneDDE9pQA6Wx/MO25km5zUgXCBsE4m2J5SFtq+a4KOkrqMSxgjpZR4euzkFdbTOsUQAHDkGcAt36dvLKvXuu9ljYV4+KCjxNl3wyqlZN/1+mpdUWqViXavg8boGVOU1kqp+ZknWT2CAmjtwVcKCWkWdSusfqBwkWM7t0qpmZUbaRZbXgmknIFVWinVxUiY96KdD8pkBZnqBVBZxJhTKnE00QrtGXaFeTHsRlVQJhvanrdd2/eaQUdaFWEtXwfWvrvywHv0Cy98PbBmNgGSZlHKWfs9bFaVGaLUG6bmnpOX+r24xLznVqye0lI2ilK2FcG+qySqxKhkwe27cOcQy75bSYWBr5QGPr507h4AjEO5NUJLSmklMUgY8PDH8MX0BQCmlNJcp5A7UQE26Kj9japJIbCUJboItT2syVCPiZrZU9qvotTeMxNZ1GMVAyGkMv4xpVuczDWgArU01D2ldRnHOXNOgssVKkoDIqXCbiGwyq19d7T3m9bqohQ8jZI4aovCxPSypdVu0KK4fvAKCGaDjvpVlGr7rq1M9RgK/YVu7Lvwgo6qqkAhpFt4WKVUqnat5EUlocwMxtWkfugnMseWmdm4JPWGCBuudx76NS4E/v6tn8KpjVqNzCszV7iaaPtu0Mh3q5RWcZXSSuEY14vvHaxEGUMRFGmuRbPzbuci2qK0C5US0AUXAAzv/SPgupuBozcCa8YuPaWUooMEYGvfHdhQFaNAFaX+eYzscysdgkVKRfeV0kIlYNsBi1JZvx8rs0kUWp2prasCLJJ9V/hKKdJ4I2HcnNJ2N0gKIfFsfhrYPIlPD28BYN4TgLbs5mYM0LRSCrT2frzz4fP4sd+9CzuFwPIg0Yq8vQekA33deT2lXbX3zDtOKRV58PdiJRVSO1+dJ1qlDLhJVNt367aOhDG3aXO5QkVpQHbs7EW7APduao7hmuvl0T2l9lcUUCk1D19ulFIGBQTsK/V7SqWz717eb7Sni5Am7RMwC+FuhtU3go7MQ68sK23f9YpSzljr9tlSSPcgWeH1AyWRBbYnFRgDhsIocqP1zu2795/Zxh985jHcfuK8e62opO4vqgqUzKi1gRZhfk+pDdUQRZye0iNcF8M7fEnPBVzkTSK74+6KUv2pXQTX45G6UUrZmXuAG79Kv+iU0kHje5n3/22xa55PGQq9+DaFZ2mKUpdAGjl9d8UUx4+oa8C3T4d7P0q9UciUhHD23bDOBb+1xY2ECZ2+6ymlObLgRbG/PuhqJMxfVp8FAHxh6RWoFEemzLWfDIHc5B94SqnrKW3pnvDBL57B//j4w3j0/Hh/pbScuL5W1dH6YN5xRanK683EQFRCOjehr5SGHgljg44AHXZEc0qJA7OTG3uWF60/E6OW8khKaeWlflbKXCIB7XrCC/nps32X2104xsA47yRIoTkSRj/0lKwgFZBNKaX1tdjOg7cUqi5KPftuJnNs5RVWByl4vqEPOTrSuX3XKkWld1fPK6H7i6oJKpbpTaJg6Xrm5yxK3VuIeEXpuilKx2xFL4AW+f3olFL9sV4EK4AldehXBz2lg4SD+cmetihN97PvtncOE3P9Z7KplNqF7gi1w4dZy1jg9N1JKbFiNnUfVtfozbTdc0GOXQmFxNyTpdlQVpHTd2WkoKOsYd8NXJT64XyMgyftFqV5JfGK6jPA+g04N3gmKiTInFI6mFmUtm3fte/FB85uY2mQ6CI09YKORGlemy5KL/OK5GlS95QW+t8e8H4kZD0ayc0pRbggxFk9pZyCjoing1VKXWCEd1NrYMKOFONRekorNx9RYANatUWxHez40lPv+mrflWpKKUU3lsGmfVcXpdaSkjV6StG6al8KCWaK0iWvKE1lga1JhdVRqvv7WAI2WOm8KJ3MLEolRikAWaJkA2PPCWffzRIGJiswM55DlnF6So+Y9N1dvgyJZLEXP7KplE6nfbIOrLOAHRcm9fHts2F1H6XUWYjbey7YkTCpyk3fqC587ebYALWFMVb67qQUWDEpwJv22STCKCSVkPUiNBlCKhb8/VinpUswnqBCeNeClApDL+iIhT6+cy7Y9yPTP4eWFOO8FHhp+VngOf8fpClHibQuSpNhvWnlrd+sfbetfkL7LDq9mRul1JuLmgxM0NHYawGLN6e0qCT+0Ts/gxNnw+cM5FYttEp2QLW09DapbNCRiKGUJtNKKRWlxAHZyQ9YlFqlNM2iKKV2/hKXFTaV2bEPqJTWIT8KkvdTKVVKgXlFKefoRKWrVek6fddaUnylFB2MhCmFRIbmeyLny8ig7btro1QnoY7WwTkP0lMKeAol9AN3JdGvV6F7SiupHziyAh9qpVQGVmYA/fBdZ2O9EOcDyEVXSqfsuxM7loHBLYJVBwrVpBJYN8FeLgRvH6W0i7E01imQSq9/jSW46dgI3/Ly63HVyBzLt+8Gvg7ySmLZWP13lDnHUCOapHIFOktSFEghQhelM0fChA86yhr23VgjYXQaduLSsNs5j6qqsKa2gKPPQpZwVEiQOqXUex/OUEpVS+9H+ywCMFsprfKGUhqzp/SBs9v47TtP4uMPhnEs+Li+SrthFrCvVEhvk4onzr7LoIJsDrg5pX5PKQUdEU8Hmyjq5sDtZ981u+Ms0hgMf/6SU0rzcEqp3+coezsSBvUunEn87KIgqhr2Xa1Kp64oreeU1n10aO0cikpiMFWUlskSMlVgKy+xOjRK6eiItqV0vBs8MQ+4smoqpaumUCjZsBOFbD8qqeqidGSK0ghKaVmZOaWjdSSmIFvo9+OUfXfThG4NE7ie0rZDvwCtlK6nUyqMDTrao5S2fz+wC+FE1otdzhO84WXX4j9991doWy+gg44iKKVSKhSVxJKZ870D8zMK1FNZSelcJCxJkSODLMMGjym3YSvc+iC8Uunbd8NnPkhPLbYbtgJJaxskVWWfewkGpijNZhalzaAjCQbZklJqN4i+in8ea6mYoZQWjVmpMe27Z7f0z6aKoNDZMVoDZZ6LgVwTgP73NpVSQNh2twCbdeXUnFLAtHWQUkocFNtTumR3dWYFHQF1Ai/35pSGDDoSOtCBqwqbytp3QyqldaFUF6ULbBecgRtBAWj7KmNaoWr55yB9+6554CbM2nf9ntIulFKFgSl8l6AfKmW6giEKnN8psTrKdFE6XO/k+NNMitk9patWKeVh55QWwiilokRilFIVOFgF0D+PVewCw/XgYQ6huefxTfzah7+kPzG77htjvdDJEgCMdTIeCdDX2podF5ZNK6XNDUzGoOcitvhcsEUpF0VtC+TeYt9ee+koSvqum+NqitJdmHMM1Eeme0rNz4inKJBBRbLv2qCjClz3lwZEj4QxrhKY9pqA10Hy5H34mewXkcjSbdi2aZsUot6MzRKGEol2DwDNzaGpoCMF1ppSOikljuMcbh38BL5q8ufNonSwoh1EsvSK0nhzSs9u6/dADNuoVUpdCFvHG1S//OH78d7PPw5A3w9sCnXdUxoucMr1lO4JOqKilDggu244+YxdN59nvRq4/iuA5avq14L2lNYN3JsRekrrPkcBye1Dr19FqVIKnHn23Q56yABvd1MKNwvxa/ln8bPZL3r9U5lRKlseCePZd0fmPSHSZQxR4sx2ru27+aanlHa7QTMr6KioJJZND5tgWVCltKwkMg5ACddTGnouIqB/TysYA8NVbZVji6uU/uk9Z/CBLzymPzEzdDdNUTrkqtlTCrSrlFbeDE5bhO5r321fKd0tBbKEgVcTzxbo9Q9XE4BnulBNwiults/OPj9j2HetMsLTTCulgd+P0z2lIe2C9TnIWilV4TMfBic/gjcmf47lyeNeUdpeT2ll3vfgKdKEQ6gEqaw3ZByeqJBwBqVYqz2lR5gWAo6ybV2U2nvAkWcCT95vzmG6pzReUVqKOShKO1ZK/+ufPYjfvuMkAH0/GHpFqduwBcIopbPmlDKy7xJPA2vfHcpdYLCmt7tn8cy/DLzlg8BgKU7QkZTu4TtWZncuoC1i9kiYxVwE74dQCqm9PJx9tzullCnh7LvfwO/AdyR/joF9EJuRMG2qQ0IqPVrAFaX6WNIWpVs51hr2Xdb5gHC76PV7SrV9V59jGVgpLYXEKDHnkgxQIommlA5QAckQCWc66GhBldKikkjR7Cm19t2MA+BJZ6r9pBRY5VMumsEKMFyfGXQkW96kGhcCo0wnTbsFMPcUKK9Y5dYuGHCzcGJG5thQtFopDTeiyRWlSYpchVdKG/bdJA1qF7SIhlIaIfPBFI2JyHVPKbdJ1O2cg6zMWocnyBKulVI/fdfiK6XmHFRL78dJKZyjbl0ZQcDeA449q+6dnIOe0jNOKQ1/7KKyG1XN2dJdoJTChd0CF3b1sSohG0WpCzoCuluvSgmc0U6e/XpKyb5LHBgbdJSVW8Bo/aLfrxfihpBBR0I5BWsCcyMM2Ttki1IpoXoSdHTrJx7GrZ942H0uFZBa+6ztY+usp9RcZWYhOjL2uKHY0UqJ2Txpsyh1u3zmOhuanhCZrWDIKjDIqZ5S5vXxBRwJU0oscxt0NAiilJ7bzvFPfusz2BiXGCXmWIm2C9oFWUiKSiKD3rTgHEEL89DkldD/VmCvfZfDS8JufxHYUEozT5H58m8Gnvm/Nb6X2xFNLfeULmU2VMUsuP2ZtNWkPq8IbRWT0qoi+veyrUL3lNYOosQEHYXeJHIhP0qAsUQrhECwnwFgRmF4QUcAgl4HyrwvE5k750KbPaWiqu27g8Qk+1oSz7GQTgcdMaiW1knjUmCJ6WtrVZkRNHaj6OizvHOw78eI9t2IPaW6MFMYsu7tuzuFQCkUzu/W/94Bt1HQSRil9P4/AX7hlcCFh906ZTCdvnt516R2m4sIwbbpKU3LLb37fRE48y7ygD2lwlNKXVEa9KFn/kMJgOm+mXSBldILuwX+9R98Ac+/dhXf/cobAejC3G2AMdZJsIk7ju1dnVJjMrHr1FMb5ACg1aJ0YHY4h0YpXT9yDHgCePVNq/grL7oW+Ky27zYtk10ppXuDjgohsWTsu9IqpR1vkHz8wSfxW3ecxOowxfOP2odehhIZuAxflJZCIWF6LqKz7y7oJlFeeYmKNuhobDYTTVHKO1JK80piZVopBYDveNue79WzUjla7SktBZYHiR414ZTSqZ5Sq5Qmem5yyH7GafvuGIHtu0KBM2vf1UFHCF2UNpwtCYS9dwf8PQip3Lgw11Ma8vls3pdaKV1ufRSHEJWWa4xSWvnL5H3Sd/VIGNaac2BSClxjrvM1ualftAXxsZu885lSSiPcl8/t6PdAFcm+61RSoFNH3/kd/fs4b5RSYe27EjOU0o42B3bOAFDAzlmU1TEA0/ZdXPZKKRWlAdnJK6wMErB880BKaSPGIrhSqm9ubic0YFGqlVI9EkUx3oltdZ74jY8/jHEpXFEE6BuLb99lACRrfz6kPxDeFqCWgdg242DsCIr2Nkhck74JOhoYe9Ty6hEAwK9/78uB0RGg0Bs4jQ2akHNKS+F6SstASql1VGznFYbc/Jt5ipJlWh0IjB7dIwCe1bvBC7pJ5FRhoKGUcgakqtQ/g442SPJSYGVoFlX7JbMbmFNK251TOsoSYJxP9ZSan0dZF6uJUcx5hKCjgcoheeZZR8OlYdsNC26cC6GVUuWFADKWoLLXasDfQyXr9UEU+655X3KjlLqe0rbsu7YoZQlSY991+EWp9x51QUetFaUSVw70v2dZmKI09ey7lswGHdke73g9pcPJGWD7CLB6TbBj55WsM1qATueUWtvuhd0CSilUUmql1BalftBRV+8HYe435RilOAqAgo6IS2C3qLAyNLMXD6iUqhg9pUK6lMEiRlEqlZ5BBgA8CTqQODSlkHj7X5wAUNtHAW3fTRr2XdZqQbQxLvHW3/kstvOynoeaNMNU0nLHFaXNntI2itKmfXcgTWDIQKfMosp1yBHggo66nlPqlJjJGWD3SQD6obdHKQ1UlALAKLFhUynGbAkDsdvpsWdR2PtBktUzARf0/ZhXYmZP6fpSBlZsA8NVUxB2o5QuczsSZp9kdgOzI5JafC5MnFI6mVJKbdBRbet1iacRlNKBKiCTYdCkS6DZU5okKQqVggWciwjU9l2mJFiSenbBsPbdvUFHYYqh3/vUo/jSo3oepu0p5bYYaOFnIKWCkgew76ZLut/avuzmlLbzfhyXAjeu6b9rqZpSSodrwPKV5jx0USrnYCTMX/3SjwN/+A+DHjukUvqkZ9vdyiudvutNKGjYdzu4J73nrlP45P06+Rfl2OsppaAj4pBs58IUpbpP7qL4ORYBbzaVZ88pmbXvhju+8CyljPGgiaehObOV48xWDs7qRReg1WK3AWZmsbVp373joSdx6ycewacfuaBTRYFmiAOAtPKU0pYX4jY1zwYduTljfsrsZEP/t+0p7bgotZsCf/3BHwX+11vdedoe24oPdF9r10WpNzh95AUpbLF1LFcbnR57FqUwllazG7zISmleSaRs2r5bYn2UAfkWMFitrfQA2rTP5qVw83obPaUzYDZvoM303aLCcgZdjGdeT6ldpHvFKo+wOWHvj5nMIZORp0qEKchKL303STPkGAAiUvqumVPauV1wn3Ow64McYXuLf/1jD+FuU5RyoZXShKO1jetCePZ9nhr7rq+UmmekZ90F/KCj9uy7zzmif7frrqfUez7bvlLf0QAE3ZwAtHJv7bur+RPA+ELQ4+eVrPtJgU6L0gu79QbUhZ3SpO/W4knDvtvBffG2Tz6Cj37RJMOXu176LgUdEYdkJ6+wMkzMmIuDKKXo3LI4i9Kbx5ZH6CmVCm5Gp+J8oZXSXVOA/J2l9+FN5e+415UCErvgdUppeypdbqzCqzuP4Bg3M2h5076bltvO0tv2GIxppTSTZgi9fV8UO15Rut7ZGA4fu+i9qngEGJ8HYJRSYzHWc0rbH8szzXZDKa17Srf5GlaslSsgZaVcURqjGAnJfvbdI0uZHos1XDNW9o6UUluUpktP+b0MMMFfbfaUSqynzdAzvRs2K32X6eTXCEFHqcyh0lHQ8QuAzlqwaZucJygQXimt03elKUrDz4sVUiE1z+fQc0onpUCi9P2Rq2pqTumlr1HyqlbDwRNkKUep/KLUFIFTToaEtzenVCmFcSmwlpiAtfyCOYjnZDrWLEplhLnBgL432lacodgOvllZCOnGyQHo1L5re0oB4PxuYYKO/Dml6NS9MS4EJhOzTirHuq0m0XkjFh10dHkXpdRTGpDtvMJKlgDnD27f7Xo24yyErHcLKxahKJXKFaVgCWTgxU9I7Ozab2Qfx0jVKpiQCglT+tfOeOtBR7Y/66e2fgwfTl6uX+SpDkwwx0jKbSDTD0IdrNJm0JG+nl1Ransl1q7TH3fOOJVWBx0xqI4tSuNSYhkTLMsdQBSQUumHHvPtu+2NHtiPXa8oHbJ6136br2OlerDTY8+iFBI8qZVSscA93s2gI2vfrbC+lAIXtoDh6lR/c7tzSkfWipZdpCh1c4vbTN+tsJaZf5evwDz8MeCnb9TW+mteCACtqlMHJTfjHzJllFLV3QJwFpVQyMzsaJ5kKJCBh7bvujmlAoynwdViwI4rCxd0dO/pLfzOpx7Fj/zVL8e4FM5dA8AVpRXayVsoporSlLO68AfqMMApJ4MtSls5ByGhVD0mDflG89hAHXY03VMa8Dr49Y+ecKE/gClKAyu1QYOOvH/r+d0ClZBY4vXzWU8I6G6jbFwKDM1aRCulqmHdBcxmISmlxEHZySscG0i9m3OQoKMAfXSzKEUd6FDyGOm70/bdxbULWqV0mZe4GhdQGQVRKoWM+0ppu3MJ7QLvmNrAlTDqG0/qQhAAL2v7rnvoAu2m75qbbGp7Stev1x+3n2jYd4EAPaWFwHGme0khK9ezMTTqleDDIFZym9L9T9Lb8PL8Tv1ikmI7OYJVGV4p1Za2yoyEaTfpct5o9pTqRYhTSvNtYDit2replAqMnFL61Pbduse83fTddTuSxh6fJ8DGI/q9uPlorZS22Md3UKyTIRFaKa0Cq4SVVBga5wJPM+QqAxOB03fduDRt31WB+2oBY9+FgGJJ/T7o8Hfwns89jv/ywfuxOamQl9JtZAKolVLVzrU4bd8dpPsEHU3bd837sY2go0mh/44lTF1b6ayiVLe7uHnuAe/Lv/ShB/Cz79MzMzNUOhci8HMhD1iU+vZdq5TaTSrwpJ6XC3SyRtAbMubfV461q2eqKE04cyMVL1dIKQ3IbiFwZWZunAfoKW07XOagVJ5NqWQDrdYFnlPKvd3KRV4EW6V0mRU4ynawPdnF6sqqCTryZmDZ0KvWelYkOHQ/hh3SDcZ1EWrTDctdV5RmSbtFaeFGwuh/fyKMLcUVpafrMAfjKmAdK6WTSuBapm27EKVTk4fmHAUfQKj2E5Cn0UFHCm9J/ggP72hlCjzFdrKu57mW44sqaW1SCqlHf/AUiQvYWcz34yz77ua4xJEhB8odYLA6dV9u51oQUqEUCiNlkm/5U+8XOwtxqz2lAqt2RTDdq2bxekqrFhNPD4K17yYyRxnBvlsJ81xUQJJo+25opbRO39UjmmQEhczNKU0yT63u7p5o5wRPSoFxKZCxZlGqVXvWynWQl8Jbe6R7R8JYC+0M+25bPaVjN/poqij17bsveaP+9175XHOuYRVzpRTObNfnt4bdoMe3FJXAkt9T2qV9d7fE+ijF5qTC+Z1Sb864ntK03qgDulFKC1FvyJie0j1FKSmlxNNhO69wZWIW38OLF6WxlFI/Vay274YtShPPvisCWCZjYZXSkQn6KS6cAqAtzK4obSilbdl3hduJdTuytij1MT2lWcJra0obI2Fc0JGZOafsZs1R3U+3fbqRvqvPr9vY+3EhcB10iAZk6dRkG6QgeKCRMEWFJeTImKiVUZ5hNzHuCpMMHArXY+4HHS3oJlGjp8wGHU1KXDUw1+dwbeq+3K5zYYjioiopAC9sqd303VWb9uyn7/qYc0sYQxVYKbU/o0RMoNJRp/1bsyi9RSgzI2FCzw3We3l6XBpYEqWXUCullT5+gMyLTVOU7hYCk1LMVEorJC0qpdNF6QGU0hbnlLoUePUUSulwDfjL368XiQCUVUoDvRe28sqFFQLA1Zk518BtHUUlcXTgHbNT+26Bm65aAWNaNS2FdCnUboZ3lz2lvnXd9JQOvJAjQO9NBMwk7QQqSgOyk1c4yo1N8UBzSv2e0nCUQmEp0Ve2YJlZhIbcicWMkTCX+TttH3Zz+wDS10V5Qaer6cLcwHQze6tFaSmxbIpRmy4LntRDuC1mUZq2bE2Z7il1JJmec+bbd41SqljH9t1K4LinlFoblbUHySSMfXcnr3B1pq+HFWH7iTKMU1Ocj8MVpUIqbadXxr4bYRRISPJS1kqMKJBXen7wVXbRNVyt34tA68FjQ5VfdBwM4AWPtXT8UkiUQmGFT/W0Tt8PXNARtGtAhHsunN8tkXIGborS4EFHQmFgNgrTNEOOTM/KDIjf2qKVUlOMdLgYn0bPa63A0oGn0HX3O9ic2KK0mt1Tyk0vXwv3JN1TKtzfnSVsH/tu8z3KrVLawiaRVUrdmDTL1Mg2n9CK+dktfd1/1y034Du+4hm4YbkIenxLISSODrzfe4fHP79b4IqVAb539Of463d+F4SQGHiZD405pR2sEXaLqmHf3ckFlgbNTcNFCDqiojQQUirsFgJHuFVKD5a+6y6voJHv0qWKKZ7qGVhB03f9oCNu5n8t5iLY2nczU5TKDaOUKiD1lFKtibSYvltJjJhVSifuOOBpM9jBJPLqnWBDmz2l00Upz4DVa7VSOtnQ4SpJWp9fS8efxbiQjZ5Sm4Krg44YwNLWbGJPxU4u8OJj+qe9LMw4AJ5g1xalAZVS+3ty9l3XS7iYm0SNnjJRYHOsr4FjqS1K1zpJRc+dcyC/6DgYQG9YKtVeT6ldCK+4ntIppXTpCvN63VNagdczHQNw6sIY166PwMoJkC5ppRYIqJRK5yDiRilNZBm0tUY1XETc6yUMG0Q4QAUkwzpgp8PfgbXvboxLKIUZSilQtjUSppqhlKoZQUdTboaUm/aaFpXSbI9Sun9RGjro6Oy2LkJf/7Lr8bN/7WYcY9a+Gzh9t5I4knrH7NBOf36nxBXLA3w9vxPXTE4gqcZeT2naDMBr+ecgpcKklC6DQ5VjnN8tcGy5OcaPgo6IA7Njig9XlB4o6IgFscdMU0qFoXn4SpZCIolm32UsgVQMakHtgnompUJm5t2prdMAzM+gEXTUslJaiVopdT2lOuhoe3B1/Y1uTilDktgFyKXf9AohwSDdvLvG8axSOj7f6L1mHSuleSlwnS1KRek2DIasBNIReMLNnNLuR8I8/4j+udT9TZ5Sunuu0+P71EVp1Y85paVwRakSpVsQH03sHN211pOogXohOpD5RcfBAO0rpRPTRmDHH+3pKX3h6/XHzLfvplAdKqV3ndzA2z50v/v8sY0Jrj860qNpsqXgybO6h8y8H9IUuTLJs1U4tVRM5S3URWlYpTRTpbaTdtxSAcBtDJ3f0f9Gt2lkcPMhWypKOWsWpeXM9N2pnlIzN7jNntLM5ixMH3sGKrCN+6zpJ71qOQUmG1hnsXpKJdYyvyjtNujo6PIAL1T6njQUW559d1opbff3MDGtC+vm35qPt/Hkjj4fn0UIOqKiNBC2d9A1hB8o6Kj93qWDUAnZmL8kWdiiVEi1x767qEXpuJhq1N9+HIAtzL2ilLe8CPXsu0NlilKTvpusXYOKmQVXUs8uZdaq1dKc0gwzfqc8qZXSM/cAV35ZffzOR8IIXOuU0tIppUOUQDrUlsUA41B2igpXpVPWLZ4iz8Lbd23fEFeiad9d0PdjPhV0ZK2D67btwiilbff6W6U0lfmBQqy0c6K9DZInjB3vaLaPUnrdy4E3/Gfg5u/RLwdQSn/7zpP4qffc43pJH9+Y4LojSy7oq1YlwmzYVkJhYDYKkyRDbgNwAibwNuy7LIG0GQABbdS6p1Rv1LEA9l27MfSkST8dTAUdMZO+28a1mDfSdxO8/IYjOH5szRwrqZ+HM3pK25ojbjeo0mn77oGU0rBF6Q0P/Rbw8y/HFTBtJoE3K/NKYt1XSju6HxWVxE4hcH26havlGQDASOzUm+o8ac4pbfmeNDb1wzFTg052t3Fht8Sx5eZseQo6Ig6MXeCuqG39wgHsu6yDlMeDUAnl0nelHdAd1L4Lt1vJuLHvLugieLcQuNLrieA7VikFUttObB68bQbM+OMnRo2gowSrVxxHOjA7wV7QScLbKwp1yunUNcUSLQGtXqsLr9NfAI6/1H25nlPa/k23FBKVVA2ldMf0+w5cUcqMUtrte3E3FzjKd5svJhkm2VHzDec7Pb6PTklWDaV0kXtKi0q6fnqIAptmIbzGbFG6Cl0Ltl2UGnVETg5UlHLX493Oe+GBszv4Dv5hPGOwo1+waq1d7K4/A3jF/+XSPvXmRLfPhfPmZ396I4eUyhSlRimNEHRUyTrYJEnTekZnFS7sSCnUPY88hUB4+66wSmkyrJ8PHf4O7MbQ+R39c56277Z5T8pL2fj5XrM+wte9yCTC86T+984sSplLR74UbMp0KqZ7SvdXSt3mRMCeUsaA1a0TwPg8bpKPmOOHt+8u+5v6HSmldhzMs6t73WtDsb2/fbfl94MTtYxSWuU7OL9b4FnpeeCjvwhs6iwSzqkoJQ7IjilKl+UuAKZ75Q6AC3dpMWXxYpRSeUpp+KAjKafTd3kr87/mkd2iqtUJAKktSqWqbUTGvtumMpJXEsuml3Tgj4R51quAm76mfujyeieO8/asWqWQddO+O4B5sK5eoz+KHDj+svrrXSmln7kNxYmPIUNVz2wVpXvPZqpwRWnXSdBFJVEIiXXsNL/AE7BkgB0sBVVK89JXDoxSqrrvqw1JJSR++j33YPw//wX+T/kHWM1MwioUNnf1e2SV2SyAtdpKD6Ct+/JhlFKp0Np74ewj9+NnB7+Ea+97p35hWim1o5oMCYdWSjtU6J40RcipjTHO7RQohMR160Og3DX23cBzSkX9XNRKqS1KJ0/xp9plOuhIOaUytH23ANIBmFPounk+C6mwNdHX2JP7FKWcARWSVq7FZvqu+bfZ5xJP6/+eEXSkWnIyWVUsERM3h1S/sH9RygL3Fp/ZLnDlygDcPItukg+Z40eYUxpgJMz5Xf333rB7j3ttJLY9pXTKvtvyz2Hiev719VVOdpBXEs+WDwHvfasrShNG9l3igGybG+uS2tEq6UXm0Fm6tizOQniBDoolECysUir8MIckWegRFLuFwBWD+mebjbU15NELYxxbqgN+Wh8J49l3/UUOvv2XgK/+wTpsJZlRlLawEC+E2mvfdUXptfVrnlLKW1RqG7z/X4Hf+XZcg/PgTGGCQcO+m6kCSLR9txOldOcc8KF/D0jpCmFn87fwDAln2MBa0KCjQsjG9eEsSguklH7p9DZ+6UP3o/zCH+JV+IwrSgHg4TMb4Ax1avpgqihtaQFgFx2JzA80EgbuftDO8R8/p/uU+fkH9Quup9S859af0fj+WintsodL/92nNiZ4fEP//K8/kgJKgmWjekZmoGdTKZVTRpI0QWF7SgPOKhVK1ZtESQZl2ywC2nd164VVSrtdn9h1EwBcf/qDWMG4+dyw6bst3ZNKfySUfR7ZZ6DJXACwZ+MobbEotf2DvBoDK1d5B3kK+27gOaVnt3NctTp0+QbPqk4EPb6lELKeHgB09l60GyJXb93txiQm5Zae1ws4pbQr94ZVSpe5/vlWud60vpIb5+XSMX1OpJQSB8X2RSzJnQP1k1pi9JSWQmFodoBUkumgo1CL0CfuBqsmsFmvzMxCW+T03SOJvjaeUEcxnJzBpBT4/GMbeMFxs0tqg45aLIgmnn3X4Y9/sPY9b24pT9pbgJSVxIDtp5SaojQZAlc9r/6yTT1tewEkCsgyd2EN53AEEJULOkqV7p+qbWItH//e9wJ/+m+AJx+obf5yu/k9PEWWMGywteA9pU6ZSDKknC9c+u6WsQeyahdDVmLVG9V718Nn8Pxr1zCUZpNguGrmlLacvmsse4kYH2gkTO2caOf4p8+bnrDds/qjc0ok+n24fOWe41fodiSMte8+tjHGYxtaqX7GCnPnF9q+Kzz7bpoMUFjrbMCgI6VUnVieDCAC2zYB1LNC04Hnnunmd2Ctu89lj+Itj/4YXpd8bJ85pbyVa7EU/kgYq5SaopTzfYtS+3xuw75rlVJe7gIrNnSQ7Z0h7uPmlIa5L08XpWu2LS1C0NEQpd5IBjq7H1n77srmfXjy6EsAAGqyiczbwEgTVs9yb1lEceFX5tpXhb4fHkGzKNXjkVo9dHCoKA2EvbkOq+0DJe9aYiillT8UmNme0gAP/nwbeNvX4vmP/2Gdvss5BBY3fXe3EDia6WvjIXUNRsWT+PzDZzAQu3jZUWurZSZts8WRMJ5S6mB1/2i9KK0fhG32lGr77vQ4GHN8a9+95oXNoKWWF+IOWUKWE2cn3lEjo5QKDBIOLnIgHepAjS6Ob+1/1aTeEZ0uShOtlF5Qq0GV0ryhHGS6Z6WlmYDzgt0ISKtdDFBiOa1/v/ecPIdXPOsYkG9p+5wJvGp9Tmlli9KDjoQxqn0LrgWlFM6e32y+aFUZlmjrrmsj0XAGVCrpNOjIKaUXJjh1QS/Cjq/ofy9vBB0FGgkjmum7Bevevnvv6S388ofrBGIhUc/RTbz020D2XSmVDgNThVbTOw7YsZv5r+C6l28N4z1zShPWolIqVWMkDIAppfSpe0rbDDpCNa6L0nS45z3oE7yndDvHVauDvc+igOtUQPfiD1Eix7BT54a176blJor1GwHojeNaKU1MCrR9LrRclFpLt9LnwSt9P1xTWwCYE7oSBlJKiYNhb66DautAIUcW11MasiiVCgNulFKehZtTWuwAosCwuOAVpclCp33uFAJrZjbgw0oXY/fc/wD+efrf8RUf+QH9TSypx1B0MBLGwZ+6KG3TPqstYNNF6VRPqWfdBUziKOtCKS2hqsItdnbUyPWUrgwTvVmSLSHhHdl3rdJS5fVsVDuf1MITpJzjPFYjKKVewqBNIF6g96MrSsUEQ5RY8QSJPJ/gL914TF8DQ5PC2cFImNy37B1wJExbGzRntnOIcjrp0xTGL38T8JU/sOfP1PNqu0u7tL+XUxtjnNqYYJBwHKvMtb98hTenNMyzUUjV3KxlVp3pzr77ztsfwU/+z3tcyI9oKKW+fTdMUWqtpTroaNB50NGmWTfdzMwYDhQY8un0XdNT2oJ7o6xkY+SO/pjWn+/TU9qqfbfUo9KYKGr7brK/dRfwQgCDBR0VRimdehbFUEpVjoINIFja2fvAujZ4sQ22eg1KlWCN7TZ6Sp2NHGg/fde1d5gEajPDdlVuAktH3bVKQUfEgdkcV0g4Ay82n5ZSihhBR0Ji4KWKVaGCjky0PhcT92BgPOnGsjknjIsK68a+e0YdBQB86ZFTePZwo/6mLnpKK4kRm1ZKffvujJ7SVueU+osrG6piHvjpEPjf/w3wyrc0/kzblkWHKKCq3CkQO2oAKIGdSYkjAwU8fhdw7Uu8kJ+ulNKx6ykdiu2mXcv0lJ5Xq0HnlOrgj3oRvIhK6eakQgKBTBUYonQbcoBWpV5x4xGtlJpwui5GdVmllFUHS9+tN6ku/fgPntnRY48sPKsX5C/9P4D/7S17/oweCdOdg+bCWC++UlR47alfxYUnz+D4kRH4E5/T33DtS70FYJiFcCUkUv+5aIvSDu27j5le2gfO6h4ypZRnp/ftu2Hejy4ZVulEctZi+N0s7Gb+zfw+AMCIFRj4s60Zc+NYWAvXQSUlUq/QADCllM4eCdNq0FEpcNTO3rRFabp/yJE+t3BK6U5eYVwKXLPCgXyj+cWAm5WVkJAKyFCiYgPTTtBd+u5apjcKBstHsIUlrGHc6ClNuuoplQIv/eg/xCvYl8Blc2LCqNx01l2Ago6Ip8HmpMT6KAWbbDwtpZR1OAZjP/SOsB87H8i+a6L1U5kjcQ//ZKFHwuzkAquJ/ndvMG3BePCxM7hqOBXm0HJBptN3D2LfrV9LW07fXU7Mv3FgemcTrwh71d8HrntZ489w28vX5gJIKUBWRinVD7Rd6IJ8UkzwsuRhbaO68Su99N22i1KjtFSTOvG33GomniYZ0oRhUy1p1S4QeSlmPHgXK313e1LVM3tRIlX1wu5bRp/FTb/yIuD8g+6+zVj7SumkFEggwGR5sJEwDHrbroXjP3h2p5mEfYCgpa6Djs7v6L/3taP78D2TW3H9mQ/rcTCnPgtkK+BXPbezpMv9KIVqzCUUSfdF6TVPfBS/kP0cHjyj3/NCNjfzFA9r37WKTWrD33i39t3NSYkRcnw50yNHRij32Hc5Y9pK3oZ9VzTTjfXHrP589VoADDhyQ+PPpS5sqY2RMALHUvP7tPbdiyil7lwD9PrbGaXXDUwiuZfQH1Ip1ePK9PSAkhultEP77g1L+voarh7FplrBOttpWL27SN99fGOCX33fnXjmY+/BV/EvaPUcwJKZmDAoN4ClK9z3U9ARcWA2xrooxdZpYO3ai/8BS4Si1H/4qiQLV5Q6pTR3KYecLbZ9d1wKrHJ9I91KjgIA8t1tHEk8SxjjSBKj0rW4CN5r3/VuB7NGwrQcdGST5Nx4pKcKcoApBlh7iaMA6p1VUWBo7bumKM0nOV7BTAS8LUpVB6q9U0pz7JjekbTYBI7cWH8PT5FyhlKZ0LFA94OGUmrU2qqLn0FEtialG480ZGUddALgm68+B5ZvAidv1zNKMa2UtuhcsKOZDlCUws3Eu/Tr4PRm3lRKnyLl05IwhrLDOaXWLvfq9ScAAFtPnsaLrz8CPP5Z4PhLkCRJhKAj1VBKhbPOdleUPmvrTrwu+QSeOHXCnYMfPCatQhbKvutshKUeCZN0r5S+lD3oNsZGKPYGHXG7UdZO0FE9Asuz7dqPV30Z8CMPANe9vPHnXCJ3S0rpkdT8W5aO6c3iiyilyvX2dl8U2qL0eGrGll3zQu9EAj6bjLskk0XnSun5nQLXjcwEjdWjtVLqQrF4077b0j3pj7/wOH7tg9odsswmTinNmMCxIfRIHk8p1UFHVJQSB2BzXOKG4Vg/wKbi9Z+ajntKlQJOfabxkj8kHDwNN6fULM4TmbuHEEsSnWi2QHZBn528wopJwd1JjwIAltgEI+UtdBjHIOFGpWvPLrj0VPbdp+opbYFSSIzMzC272L9YUcp5B0qp7QcT9WJnrPSifJJP8GJxN3Ds2cDacTMOpRv7MACgrO27SbEBHH1m/T08RcI5chl2NmPhBx0lqVkALtYm0XZeYZlZpbRA4t1rXnLM/rdyPaXNIentBY+5ovQASqWNOFItHH+3qLCSePf3gxzf9RZ3m3b5ssGjAICjahNv/qpnaiv98ZcZxT7se6FsPBcTVNwU7x0ppUIqlIV+Jk5OfQmAvv03go7spmEghcolw0oddMR4t2r15rjCS5IT+thqgBEKJGpaKQUEErAWzqESzY0HAE37LgAsX7HnzyWt9pQKrFulNFvWTqKLKKWJS0Xv/jo4s6Xfm1fZcSTG0SQC93i7ohQFBB+gRNrpJtnxkSkIl9axw1awxnaRMKGvE8aa9t2W3g/jQmDVbJguIweqAtJch9cuS2B8vnE9JoyUUuKAbIxLPCsz/vupQeRPBeu6p/TEnwNv+1r9sDdU/gzJkD2lxsaYTNl3FzV9V5gkw2VTlO6aonQZOTI5rr+RcWQtK6V5Kdwomvo4nn3Xhq14PaWJfUi3cA6FUFiyvXvWvnuxorSLnlJj92Gitu9apbTIJ3hB8Xngxq9yx5cKrW6QfOS+szh5xoRFmKAjBqnVufXr4TaljFJaP/TCKCPNoCNt360UW6hNIm3f1Q9+vd/u3ev8/l2r6KPl9N0/+CFcc+4TzjFx8JEw7dgFd4oK66n3+zxA+m/ScU+pTbu08w9fdkWFZ7EngGIbuO5l9eYI0Mk5nNvO8Qt/eh+kt8ATfjIrS6A6tu8+sTXRKbcAkvM66EdM9ZTW9t0wRakN5EpkDiQDsI5HkWyMS1yT6ffmaXUMK6zOmwDg0nfb2ijTeRq1RVt/zJqfzyC16bstrNMmpcSR6aL0Ikop591uEvlYpfQYM0Xpca0ab8LcHwOt1WwffipzVHykXUQdhY5d2C1x1cD8ToZryJNVrGNX3w/MusX9DoDWno/jUrhn0xrPwUSOKtObo9cuKV2U+j2lZN8lDsrmpMIN6Xn9ydrTK0rbDLjZw462R+HCw+4lfWO2QUMZhLUMdo2xQaVT9t1FDTqyczC1YsmQZ0cBAMssRyq9NEzGkSW83aK0klhLpm7gjfTd0Z7X0qS9hXgppFeUWqV0/4c+4C/E21RK66LUWtZtT+l68QTWxAXgGa/Q39OBffeXPnQ/Pv/wGf2J6Sk9wnMwJfXDxvafm57SEgEXoePzOP7oH++x7y6aUro5qbBi7bsotRJj1UI/6dhTSlsLOhIVcMfbcdOTf4Yjmfk5H2QkDGsvCXq3EHV/N3AgpVRfB93adxkkju7oYuzmK4S27gLAca3M1Gng7V+Lf/yF0/j37/0i7jtT929rFa12EAlu03e7KUofuzBxturVnROQUk31lAZK3/3EfwVOfwEAMC4kAAUuddBRHX7XXU/pkbREiQxjDHGUj5vfwFjd39xST+mAm/e03aSdVkpnUAcdtTOn1CbyI1sySulTF6WsxZ/BxbBF6Zo0IssNfwkCCU4x0/8abIPEFqUFZDJAhW7Td6/KzPt8uI4iW8Ma29X2XVOUJqz99N1JKbHK9DV/lI8BJSGHRwEAx4cFkG82ekrdxvllDBWlgdgYl7iOmQXO01BK63CXjq60wvQFbD/hXtK9M0JbYxJulNJwQUeJzJGaBwNLuLEPL84i2GKtUEso9INnuGw+z5FU00opR6V4K3Y9pbRCu8qnitKGfdeoNXxW+m47RenI9ZQeTCllDKantIOiVJbenFJtlUoKM7vRFIZd2HfzUkJ5I2F2C4FrB+bz0ZE6qdsppUnjvDvhrnfp+8Jd78JrPvOPcBXbcOegQ0UWy06/nZfOvsuZ0u89e/37SqkpSt04FgCXrIyYloWs3MSadS4cZCQM7Dm0swhetT1s6dKBekqZuQ5YR4r9hd0SX5adBS93AQDrcgN44h4ADLj6BQB0USo7Ums3xiUYJK753b8GfOm9AMwYK8++q5Ju7buPb0wwZPrne6M6hcc2xiZ91/x7kwGUDYfryjmhFPCeHwE+/RsAtLV04Cm1rOugo3GJdV4i50uYYIB1Nl2Ucq+loJ2e0oxP2Xene0tnUAcdtWDfrUS9YZwt6/9dxL5bB4+FKUqPLWdIJmY9e+1L8B++/L/jfexV+vNAz4bCK0oFH6LoSCmWUmFjXOLK1BalqxDZGtawq1tbzGZFI+iopZ+Bn/1xjOm1Ols6CgC4Mb2gv6mhlNKcUuKAbI5LXKPO6YX/6sGDjniHc0o/8eCTePcnddR6uXnavV4K5XaAUs6NTau9N/t7P/847nioOd/qic0J3neXVmtTmTublJtTukCLYAB4/xdO431365/5ELneEU11cbbGJno0hENhkHIosFaKUrvDaHtZHQ37rlVK60IxaXEkTCkkRnaB97Tsu930lHK5N32Xl2bDxlin3EgYoL3eXiHBRD0SZjuvnF0NoyO6EGKJGX1g3otAd4uP8yeA3/5+4O4/dBtWazALwSTVD70uxuJEZMuz7wJAUu3U1+T4PDDUqdj1SJgW03dNQTMsN5vqyEVgbkRUG/ZdgRXrWrji2QdTSlm39t0ndwq8YnhKf7J+A7B7Ftg4Cawdd0pywpieod3Bs2FzXOIotnH08Y8AD38MgLXv2mCTBJJ3a989tTHG0PQZP4edwoNnd/YEHXU+CkQU+hovtGI8LkWd1NwYCdPNdbAxLrGeFCiTESZqgDW22/wGNy6Na3fJJVLJ2iW2b0/pDLRSinaCjoo6/BCDZeD5fxV47muf8s/Yvtog9t3NHK8ffgbYehwYrAHpEBtLN6JQ4cbSAHX6biJzyGSoj9/BZu3mpIRUwNHEFqVrUMN1rLOxfi/6M0K76Cm1SqmxSycrugi9nhvnpddTqke2Xd5F6VOvAolWmJQCeSVxhTynC9Lk4D92xsxg5A6K0rf/xYO46eFTeEMGnHr0Idisz0pKZJAAz1rdhbT89HvuwXeufBp/Kfk94P/+E4Bz/NFdp/CpOx7ENwxMUcoBSIAxG7S0OItgAPi3/+sePPykfsAOlS5KE6OUXpftNAWQ7SeQJccgW+qttUXpEnJMVIaR2Y2fmb7b6CltTyktKuUppQcMOrIKVQdKKZcllk3w0o7Si94lZYuxoTm+X5TKp1ykHJSikjrJMoHuKZ1UuGYwAUoAo6NapTU/l9T28QHdKSOFWfQV226xbVVEez+oFmyTyA86AsxmxOi4/kRJ4NoXAze9Gnjxt+mvm0Ww+/qlYBwRPN/ENSOpf+8HKkrtIrgNpbTCCi/1dfaaH22OeNiHhKP1zUqfC7sFviZ9FKgA3PTVwH3vBzYeaYzi0OEy3agjG+MSV7At/Um+BUiBW8SndNYB4wDndVHaUR/bYxcmeK65Rz6TPYFPnd9GJVUj6EjZe6boqBAozT0w1z+LcUMp9UbCdLQQ3pxUWOEFKj7CBBlW7QYZM1ZVxk1/czvXQVEpDLjU85b29JTur+EkrL25wdt5hbUlL4n76/75Rf+MC18LUBCuXLgH/+/43wCfBHD0WQD0e7G0z8ZAazWrlCYih0q76yl9ckf/neuJ2bgcrjkH06jabNp3VctKaSVwxGyYritdlKbLuih96ZrZNDfKqTsHUkqJi7E50QvII+WZp2XdBeziox2b1jQb4xLPMu7A3SdPudd170xVWwZVu/bZrUmFG7Y/Czz2KbcDu5NXGJjiyFdKeWJS5Rasp/TMdu6Kw4GaANkyhoMUYzXAdanpY/rafwK89LuA57wGmbExqxZu+DasYoQJLthwAmCf9F2/p7TFkTBCYjhHQUeJLLGW6r93F7oIXWHmIZTWRalseSc0r0Q9jqOaYGNc4nhmCkNr3zUbA2ni78R2pYzUVmJrLV3ntij1go4WyE6/PaWU8mJbKxSW4Rrwdf/MjT5wKiXQmlLK8w285Erzd42OXPSPsRZn9u7kQvd3pyPgRd8KvOCbD3B81lri6SzO75Y4nmzqn8XRZwG7TwIXHtpTlErWzYbl5qTClTD2/XwTuO8DeBt+AteN73WbUTxN9fux4Wppj1MbYxdANWACyfajGBfe/SIdIrHPx642qey/zRSl+ZRS6lo6OroONsYlVliOKtH23VVlFuI2sZ0xcy1ysBbGkTQmD9jnYTJl452B3SBhuPRr8cJuWY+EOUDoGeCnYXd/X853N+tPjEqXcoZSdvxsmsIWpVzmUMkQhepmk8yGrjnHULYCbgrBUbVRF6VdKaWuKDWbZObYXzYybTXTc0ovc6X00EUpY+yZjLE/ZYzdzRj7PGPsh8zrVzDG3scYu9d8PHaxv2vR2Rybi7o4/bSL0k7UIXdeFa4wKW/K6ynVs7qkHgHhbFrtvdl3iwqj8oI52K55rd6BTWWBpDGSZrHSPksh8ePlz+Ffp78GABiICZAtYZQl2MUQ13Bz87niOcAb/yswWDZFaUv23dIUwzLHBeUXpTPSdz3VxNl3W9ggKSpZK7SmV+9Ac0pb3KAoKonf+sQDAIBEFVhNBSRLdbQ84MJvbFGa8PbnUxaVdH1jqHJsTkpca3//q9fon43ZGNBzSjuaS/jQX+iePdffOnH/vWaL0sSfU7o478etSYU1r7+aKQFkK/U32OvTfr0RdHSpRalJVsQ2XrBufqfLV130jzG0qJSWAku8OlAvqUXbdzmY6mYBen630MEewyPAylUAlLaW7ylKuwl38ZXSCxfO4XNfuhcAsFpd8BahHBUbdGbffWxjgpVEQBk79dKF+zGpBIY2HTbJvF7CrpXS2r7r7lepr5S29zt44Mw2fuv2RwDotdMScshUF6UjO1t7YN6TNn1XtePiKYXUI2HMmA8A9TPwKZwxSUv23aKS2M4rrD8NKz8Ab53W/X15Mt6pP1m+EoDesK6V0gBF6af/B67/9M8BUODVxCmlqgOldO1Tv4T/OXir3rgcrAGcY7CsNw6Xygt1+i5rf07ppJJYZjaEz2ZNHNUfN/S4rIZ9lzEopXNDLlcuRSmtAPwjpdQLAXwlgL/LGHsRgB8F8AGl1PMAfMB83ms2xiZldfLE00reBczig3UTdLQxLrFqFpyj4hxK49F3vTNGKa1aVEqlVDrtsTK7PKZvTRelRilVXvouTxYu6OjcdoEXsIfxzcnHASidtJutYJQlGGOIYzA/G2+XdJCYntIWldJMjrEBb/E9M33Xm1PatlLKnp5S6sJdWnovfOrh87j1L3RPdQKJ1aSCSgbOIrtiQzXMotDuyANotSh1ykM51iMQuNmJXrlab2KZnVA3iw5o//3wB/8A+PC/84rSWUppYhbBfGFGNOWVQCEkrh5OLaQaSulq40t1yBAu/Voszc8Yu3jWaKz/9qWL7+M6C3ErSmmlN4guEqbSOD5Hp8Eqm+MSa2ysnQJm4QsAOFLP7tWLwG7OYXNc4kqm34ePnT6DP/2MLkpHYsvdpzLOULCsM/vukzs5lngFdfxlEIrhigt3YVxI12aAZKA3iVgazL47KWUj6IhbFbHFTfPbPvkIfuS3P4vdokJeSYxsUaq8BFqnlHITQNfOfbEUSveU+s+iAwQdueTVS7wfXBjra+kYM9fZAZXSpOvNCcOkFFD2mnjOa4AXfwcAvWFaSHtPDPBs+Pzv4doH3oUl5OCyQDU8ihIpZNW+YyA790W8iD+ElfJJt0E5XD2qP5Yb7rpIuJc10Fb6biHqzXGLddJsPqY/To2EAS7vsKNDF6VKqVNKqTvNf28BuBvAMwB8K4B3mG97x/+fvfMOk+Sqzv7vVlXnyWFz3lXOq4AkFJEIEtHkJMCAMQZjg40xn7PB2NjYGGOCyclkMCABQkhCQjmu8u5qc06Tp3N3ddX3x62qru7pmenqrmE0q/s+zz47093VVdN96957zvue9wCvaPMaFzwmC2U6yGGUMy0ypcxJUDpZKNPh1FL1M8HmQ3IRLlu20xTYV0MW0mSXddqgdFacwMtjSk1vcx7x9SkV7kb8OGJmhjNFYpQZEJOsF4cwHKY0EdHJ2zG6rXH5wmg1YIwYIbr7lS00LHSrxITtC0obyXd9NaVGiDWl5YpF1DUN8aTCs8h3NRxjk3DuhYJpVY1LkIygrUV8TKnLEMrNUM2iE1ZQWrF88t2i3AwzLgNRPQKX/yW89QYAIrrwri10uV4pK+tJ3Q22jynt8NWU6o7LpDhO7sdMQc5HA9G6+S1SJ9/1Qdruh8uUdokcXZUxKc1qwnNAeOtCOMYqcVEOxJRqLlM6R7LRyYJJys7KmuqaoLTKlHqOp3OwEZ/Ml+lz5Lt6KY1WkkFZrJLxagt1TVAmMmfy3VxRSnW1jkU8Ya9n2ej9ktV22/foUV8wMlfyXScAKVVrSj1TLCNWbcsTYmJgPFfCtvF5LhSwjCQFfEGpuzYKjaihhVbW4Dks+1nRIC1h2lQRjTtS0f7SQSlbn6VNWvX8jjP8HAelQ+kicXe9etG/wjlvAqgqaOB3w5QWJ4kUxxnQJKlRifVSZm6YUgpyHoiP7/CSIbFOOSfJoNRlSsPvU1owZwpKD8gx6baNwxeUPkuZUg9CiDXAOcD9wGLbtg+DDFyBRWGcYyFjMl9msXCcsrqWBzpWuI6jIdeUWpbNZL7aCqFL5Hl01xEAzIqFYVdA0x1zlfCCwmxRvk+37bBBjrFK1lcrY9hV+a6m6c7m5/jYBIOsJ3UlUBdoW9F9QWmOGClzXL7QJ93x5LuhMKUWCSfgymi+DXdD+a7ffdedcEOQ71ZsYsKUAZ/L0DTVpzTEXq3lStU0BOgUeWw9Kg0TgBS1TKkWZi2hA8mUymuwzQLpokmPPS6luyADoh7JDtXWrIS88JuFmkDUz5SmNGdRdOS7FW/zsfDrvNNOUNobqdvMRP3y3a6ap8KqKR3Nlvjuvdur7zu2qynpLkgFjRXCumDbNtmSSQyzKdddF3ITakgRccjjoGhWKJkWSSsrmdKU7zNpVFM6F+67hap8N2ZlSVSkfDVWyVaZUl2TQekctWfKlSpE7BIYcR4QZ7Is8xQUJom7QaFmOEaEc8OQpQtlfv6wLG+oMqUVOiJuUBxDeExpeN/BpKMs2zsi9wYRS66PxZqgtMqURnQttGDArNgyKG3IlM68XbZDcAAec011cvtl+U6T+F31KR3OFJ2+6tT0U6414ZvbdeF7D+yjlB0nauU5o0eu0Va8BxMdO+R78YcP7WdiXLYF00a3ewnKZI+ck4xK3hsfQjiqRgi1pjRV3wbJNTbKj0mW1JWZU+3WsZCX5raDUiFEB/Bj4P227UYaTR33LiHEQ0KIh4aGhtq9jGc0JvNlFolx+UtHsBhdjrHwa0qzJRPLhoRdzcLs378Xy7KxbCSD5GxCy3Z42ehMUb6P52xYzsL/vYvXHPp3ok6AELF88l3doGwbc5aRnw8Mp4teAH5N5y70iuyLGI9o5Imh287f6mNrqjWlYbjvVntf9fT7xuMs8l3D24CE0xIm6gWl0SnnagThORyGx1J67RVwglAjJptw4zc6qraEsUPOhBZ9NaVmKY9tQ5c5KqW7dahZ+MOW67kBqcv6uEEqPsbY6VMadjZ4PuHOR916XVDqZ0rdDbCD2tqh1sfiHduG+M0Te6sPjOyqZQVngJsRb/deqNz4Yd6q3UiUkjfOm4HLlAKhB0Ru4jJuuUypPyj1yXc1HPluuGujbTt9CR35bgd5upxWJIZVrOlLaDI3jp+WZZMvV4PSh/Wz0KiwMr1JmlLpUdkmyq0lnIPA+Lanh/jBfU7SxB+U6lWmVPf6pIYYlDrGkPvcoLRSgGiKAj5XaFe9IDSiulbt39zmWCxVLJkQ14IxpfL59tcmaapjk8jshf71TR/3u2oJM5wpEXfaFPn7KRtuP3mY02vIlUw+/H9PkEtLkmdjSrYWtBK9c3IffOSGzQhHJSDMgjfuVqw+sZok8e1bRIhqMnDcd+vXJremFOCEF9Q85fIGz1qmVAgRQQak37Zt+/+ch48KIZY6zy8FjjU61rbtL9q2fZ5t2+cNDk7dgB1PmMiX6cK1bw7m+6SFvBH3XxNIaYwr25wcOYjpaNF1p6ZUZsTDq9vJlUwMTG+Rp5SDo0+xpLjbk+/qWMSdHprCiGCiH19BaabkBaWXxXYgyvmq0ZHtk9D52Bq3pjSMDVixbHnZzuedc3L1CV/GzduU61ONjsIIjMuubFWPVM/RVEuY8IyOimWr2ogex9hIi1J2a0o9oyOXKfXLd9uf9CuWTcWyvV6ElaLMiCbLow2TV7V9SueIKfXku0XvZy8412Sf0t/F5uN3BXcD7Dc6Aqa67/ogXPM5aGscFMo+J1WQLU9SzTGl8YistW/X0EJs/zWXak/IuTcAU+oZ7EDo4yDtfCdRM1NbUxpJ1tZPzVGf0kLZolyxWey4oHeSr67f4GNKBWVhzElQmi87df92CYwY22OnUBIxTsg8REKzakoKTIw5uRczBbMagFRKYBYplC1Sjkt5bZ/S8DbBcr+U4dTH/4VBxtAreUQ0WVtT6pPvRmrku+2tDaYr361hSptbnxACMfMrZsV4rkQ/k+jlTCCm1EsSzbGiTJYe+drVOKhJmM5hstIttzDKMlA8KSJ7vYtEL2UM7BCTtbZtkymZrEj6/h4nQdmZjBNbcpJ8zJfAsEW4n0G+ZNFrNFDx9J8A51wHL/t0zVMuU/qsrCkVQgjgK8AW27Y/6XvqeuCtzs9vBX7W+uUdH5gsmAwYThDm6ynUDGSf0vDMXSYLZb5+9+5qUGrlPUlUafwwpjOp65heDZlsAREeU9pLuvpAOQfFSaJWoWqgAPTZTs1ptJMyBuI42AC78Cb2RJ/ciGaHIJry3Hc9+I2ODC20mtKiWfHkuzVZN38muHetbA+x8gLvIcORL1khBMZl0yIiKlK62yRTGnaCpmjWMqVxOweG3+jIla26TCmhGh25lvYx5xoqJRmUJkpOP+M6GLqYm6C0Ysr3M4uefHd4fILJjNyUe+1SPKbUNXNY+ExpYXKU08UukqLIpO0LRI0EuH9nvdGRCKe2uGhWk2/OmzXNlMYMLZSaUtss0SHyXvDTLDTBnDGlUlJtEzEzkik1ovL/7hU1iTN9jmpK3UTFYt2R7IoyA2Ki+gJfC4iyPTcmQ673gm5JptSIxjkYXcfi4l7ZSstJ5IXeR9y24ZZ/hGNbpAGWP2lSzJAvVeh0nWH1KLoRvmoil8/xhcineO7wD7hUewLNdILSaeS70bDku5uv59LszXJdasSUzlJeEkbCdDRXYo2QZVRBg9Kw+8k3wrC/ptQXlM5paYkPk87ckLDkfnqV7XxWyT7nXgwvQZQvV7BtR7Lvwl/KsehU+X9NAiPcFkmFcqVqNOhCj8IfPwgv/0wNaQBVBc1C7lXaDlP6XOA64HlCiEedf9cCHweeL4TYDjzf+f1ZjYlcmSURRxfeAlMapnz3l48f5h9u2MwDu6XsIWLloXcNAMtKexnfvxUA3akprTKlIRkdFStV6S7IPqXFNFGrUMMa9Nvj8od4F2UMtOOIKR1J54iKCpzxamdCsyGS4MwV3cSTPlbGb3QUZksY0/LkuzXjsV6++9pv1iyMuiGftyrtT7ilii0DQj0akCkNUb5rVmqD0oor35V/p9eo3WsJE2IrEPxBqdOWySyQoIBh5qaX77qtD8K8H2oku3Jc7Dg8wuGRcQDidm1LmONJvrtk69f5cfQfSZkTjNq+e083qsmSKUZHPqa0jZrOkmnVMqXQdFDqMqVtJysrJTrJE7GDMaW6NpdMqWToNLviNakn2T/Fj8EbiyEnR9yErWt0BLBMjFRf4CTnDE2TxmNzwZSW5N+k21JWHY/o5EUMwyo6QanDlAokUxqWbLEwAXd9Eh79DpmiScyfNClOki9XSPrku5oWvnz3mvwvuEjfDMAiMY7ARo911AalPvfd0IyOHvoKLylcj47duKa0Cfluu31Kx3NlNhiOuDBQTSmhKtqmw1iuTJdRlp+FLyCK6OH36GyETNEkRcEzwuwvytZBWrI/dEWdW9oRc+rJ5S++tWDQUZmVqkGr8JjSkOS75QodokhO+BOmsVpVmw/PaqMj27bvsm1b2LZ9pm3bZzv/fmnb9oht21fZtn2C8/9omBe8EDFZKDOg5+WNXFefNBsEhGJo4eLQuNxoj+1+nBR5dDPnBaUfinyf/h+8DLAxMOUmVAjKiNAmmmzRrAtKc1BME7ML1f5nQJ89Jo0UjDhl9OOKKZ1IO5Nc13I44YXy50iCM1f0cPWZa6svrKkpDY8l9Mt3a5h7MfN0YDjyXTMMprTitEIxok1nosPuU1p02VoHUSuH0KOew62XoXSMmIS/ljCE+6FYqQC2N+7tcqHKyDSU785RNtpvblSRPwuziO78nHCDc0fOH+ZnMN/QcsPERJnExA7G8c3NWsQXlNYZHREWU1qZGpQ2Ld8NhynFLJIij2GXqn9vE9C0OWLtkZvBThxlkfvZX/0PcOmf116D2xIm5OSI7Ctuk6pMcMSWSbtFjPtOLOcHT7kwB0FptlhBYKFbMlkQd5zZo3ZBKiucOUnThCw3COs7cDfYIzvJFs2qogZgaCt/c/iPWYbjAeJrCRNWiyjLsukzhyjYck1YIuT2UY+l6uS71eAgovvLGtq4jnIewy478t1GTOks22WhIdoMBsayJU6KDMm9Ys+qpo/Tf0dMab5s0qmXp/RPle3KwmUJGyFdKFeTxUAyswciSaLxRLj3AfIe1LCIVHxGQ37VzKJT5P8jO7yHPPluCJ9BuWJhWjYxK0eyd2n1iRnm6arR0bMwKFVoHhP5Mn16TgYA02Q4poP38pA24ocmCvSQ5n073s7b9JvQzTwk+ih3raZoG8SKI3STlVlqX02pPUfy3Sd37gbLJEaBuM8Jtdceh3iXVzOj2eU5aYszH0innYXfiMPZb5A/uwGoV8smauR0EV0LrZ6y6LcZT1QbL8+WCXaD0jCY0rJrMhTA6ChsprRevhsxM5IpddjIDuGYmuhVuV6Y7rtFf88/ALPAoNujNjU1KPWYGQhXMugwpZVyni0HhgHQrYIMVIC4XS/fDbdX63xCFCUbJqwyY36mVDOqm9EpRkf4DK/ClO/StPtuPKKH4souKlK+q1vFwDWlcxeUlqueA277g9NeAWsvrXmdoc8dU9pFDt022WtLGb0mfJ+zT75bmqN6znzZrM4NRszpYR0hYpWIa6Y3Nj2jo7CuwWnRZg5tJ1uqkPCNz733X88J5ac5qbLNua44uhO8WSF9B+mibA2XI8aknWS5Lg1tIvHUjC1hrDDakZSlYkCnUrsWNs2Utn8/juXKrNOPyYC0Tpo5E7wk0RwnCrPFCiltqlO3MUcKGtu2+d4D+xjJON0CCiad7twAaKUMJHqJGZrDlIYZlJq+ANgt5WjAlPrYWd1RtIXxGRTcuvJKrracZ4Yyi2c1U6rQPCYLZXpErrZ+r0l4To8hDbIjEwWu0B4jgslqcRRRKcoJ/g9/y19U3gPAKnHMke8aoUukcqVapnTz005TcrtId7T6Nw6ICYh1oWtQsl2J0PHBlqazDlNqxCRTesG7YMPV8rGIs9hGUzUJDLnwhhOQFcpWdbKNdfqCwpkXXbd+KJSa0oqFYTubK/f8syzC1ZYw4dwLxTr5rm6V0Ixqn9IE+ZrFN+yWMDU9SgGtUpyRKTX0uWJKZdBplgrc8sQ+eS6rhGE5QanljBU9ctwxpbnJqpAnrfkYUf+4rJPvEtI4KJmW3OBBdePbtHw3HKZUWCU6yHu1i81CF3NXQ5YumHR681PXtK/T3bUx5HEo28HIZEUutXLqC5zgJKJpodexucgWK1VDGSNOIqKRt6JEbcd7ocboKDzX0SPDUqYsxnaRLxRY7CPEju16HIA+y7lnjBiaEW5QOpkvE6NMkSgTdorlmjxXR2cXS/p7qi/0yXcjus8Jup37wSxg2GWMaVvCzFZTKtpuCTOeK7GSI9C3dvYX+yAEVEL0/pgOuVKFpFaudSdn7lQ8e0dyfPj/nuCnjx4CZNKii1ztixJ9xAzd8R4J716sCUodNWFNgrJn9ZRjPIf+EO6HfNlhaq1C7X5gBqZUfzYbHSk0j8m8STeZwPWkMBdMaZ6r9YcBWKU5tQvRFJFUL7lOaUG+ShxDwx+UhpeJzRQr9DlMaZaE1yonKio1LmODjEO8qzYjPxeNkX/HMCsW+byPKTWicO0nYOAE+ZjLlNZN+hEvAxcSU+qa+MS6qn1CZ5PvOotzu0GpbduUKzYRyo7RUbM1pSG3hDFr3XcBhBHz3HfjdqGmTUZYrUD853cdpyu2QFSKDDqb4YZBqSaqTOkc1JQaVtG7nhhlaX4DRH1MaU0wssBrSrcemaSUqxrYZHVfAKT5a0obtYQJx+go6bIObsIy1azRke7cCy2fHqwKml0hKirS7TOI0ZGGr755DoJSlw2pTwjUXIMzFkMehxO5srdGXXnRcxqc2GkJowtKcyHfLeVY/cA/VtvIOUxp1o4SoyT9CHxGR7KWMJz5YPsB6Waq2ybx7CE69Or7rrYPANBTcepr9Wh1TQhBPQMyIRATJQp2hAlSLEYypdF4B//wynOrL6wzOgrFEbxcIEIZnbqgNEhLmLaZ0pJUiXUunfW1fnj7pDmek3Mlk6Qo1/QoBSdhaoefrNw1nOH1+m8oDu8B5NzQ0aBvZ9TQKKOjhcmUlnzzkCvV9SfJXDl3/wbvIV0DS4TzPRTLVtVksHNJ9YmZ5Lue0VHbp583qKD0d4CJfJlOMoGddyFcptS2bYbHM1yuyYznajcodQKg2KDMzkmm1PSYETPEhT9bNFlkZJgkxbidrC68QK+oFoxHypMOU+rbiM9Rk/LfJUZzJW/j33AT6NZqROuD0hBrSk2LTuFjSo0mg9KIfL7S5oxXrsixbNjlOvnubDWlzKn7Lsig1GsID3VMqZBsNYQWlLpMaZokeqXIiqijImhgdFSbjQ6vhuvGR/fI97erLSCilL1xqrkbLc2oBgIhXsN84St37qbLt8EpGp3Vv83fqihaGxh5jD20XVOa0Mry/nPXhgDyXbkRt+DxH8Ij3w5+AWa1XlAvpQO674o5qyHLFE16NWczFp+ZKa3MgWRxsmB6PUobms1oLlMqKNnh9kbcO5Jl012/ZPWOb3GF9ph8UI+RiOhkrQgxu1gte0CqN8ohfgZ7Dld7xnfn9lSZfPDW6i7Tx5S6NaUhlRNM5MvEKWNqkinttWVQSjRZ0xezJig1wqopzRHBlD3a/WtRky1hRAg1peO5Mikr3YIhpuOG/TtgShPaVFWFMUftyo4c2M3HI1/mTU++E45tkfJdl710k+nJPinftQ0Edmj3QqZYqTKlblBaPx/91SF4993er3rITKlXZuVPUs8o35X/K/muwrSwLJt0oUzSyrQk3xVCyJYwIRgdTeTLnF55ik6RZ9juYjHO4uJM8CesWsqw3cVKcdSrKTUcplRYZiiBcbZoMqhlmBRd5O0Yg2LMe66TNDl8C4/DlJY9pnThB6UTubLXAqShXM6V77r/O4iGWlNq0aMV5CJrxKqT3CxBoRFS/VC5Iv+GhDkOyd4Ai37IRkflqUFpTZDs/u7+qIXMlFYsz+QobScx7BJL9Em5IWkgZa5Z+EO6F546NMlXb9/q/e4mK2KiGpQC8rsRorZP6QJnSu/eMcyiaDUwWzzQS0Vz7wVHvhtJejXFLqT5XPt9SoumJVkHI16tnQzcEsaGTd+Ah74a/AIqda0GAgSlujZ383K6UGYg4lNyzHANoTKlVgV+8kfERrawzHCSQ76g1HSZIK+mVJOlJSH+/V+9aze/uF1ucgfcwNhhStOVCAlKjsLEdd91ksYhXcP+o8Pez/3F/aS08pS1yFVQoEeJOGUl4cl3TSlbNuJMkKomxCKp2vFZI98NiSk1C05NaWtGR7bQ2nLftSybbC4r2/QFJDA0EW6XBAAOPQK5Wp/SXMkkQamB0dHclHUMDUnmvtschhs/RLpQpt9w5gbXCMpXUwqEdi/kimY1eX/CC+Daf4f1z6t9UTRVwxprmts7uf39Qb7kU7T5a0r16efpZ3WfUoXmkCmZWDYkzHRLTKkMR8Nhhw5PFFjr9MC62zq9OuE7rNwbLljFfnuRlO/aZtXYxA5vI54pmvRraTJ6Nzli9PtMj+LlSZJdPuOdWHe1ZgbClSzOEwply1cr1GBycRnSKUyplO+2m4mV11ChSytIllSIauA1G1PqtYRplymVx6eKw9CxZP5awlQsDFG3gOoxhOYLCH2JA4+phRCNjuSYniSJjsUyMdrQ5Agct8+QJZOy7UP1vupCqhVilGqdYZ3vpmY+WOBMabZUkf3uHKXINedsIBpzNlsuU9rALT08ptQi7gWlPfI66u776eAaHWlYchNWH2A2g/rNWyCjI+aspjRTMOmPNMGUaiHXlGaOwWPfYc3Q7ayOjMv5sP8E7+mjOOyVz303bKZ0PF9muSXr5/pd0zPHfXfSNNCELYOWGvmuEcramCuZjI1Xk8RLSvtJihIk+30tkBzoUSdJJdelsGtKtUiccdsXDEcStYGQjyk13EAA2ktQlPNEKaNPqSnVAdFkS5jW1+d0waTTdtRiAQkM4ZRVhOWCDMA3Xg53/1fNQ7lSRappGhgdmXOQrBwdlkmSCdEF4/vl/tENSt06z0QfsYjuS5KFI6fP+GtKE71wwR/MmrgLc04qlOsMKYUux+UMyRGvT6liShWmw2S+jMAiZk62VFOqaVTNXe7+NBx6tOVrOTyR93qvbbNWVJ9wnOwWd8UZjS5jlTgmNxp++S6EsvnIlSr0kiZvdJMnVuNq6DVLdxGvl+8u/JrSfLlSDQJmZErrglIjxJrSslUNSsEn352NKXXqh9q8BmnwU5L3ROfiAO674daUFs1KrfstgFFtc+D+7iL0PqWVakuQgiG/iyUMNawnBXfhDzdBky9XJbtQZUpTFKXhhwsnUK/tU7qAC1eAfMkkXsnCso3ygWiqek+6NaWNahqFny1ugyktWyTcoLRjUW3d0CzwjI5AjgWzhbnRbJ0pnUv33XTBpE8rAGKKdNqP0PuUOs6zycJhVmijMmEWTXlj/6jTHsadJw1NUAy5T+lEvswaJ3HsSYiNOImITgH5/cQrmRqmNKxWGI/tnyDm9CQ+oi1mWeWAdN+NJKbUVbv3ieu6Gm5NaRk9mmTS36IpmqxdL33uu0KI6trR6liolMGuoAubiFWauhbpkSbKS7S2jI7GciW63BKmluW7IaoGihMwcaDm4VzJMeCqY0oNXYTDVtchPSGD0r0sheww6aJJr+HMDT2OCZnDlFb9FsI5f7ZYaaq23Q/PfC2EwDxf9nt/dMhEzAwsqXt+UEypwgyQ9aR5mUFrRb6LqLJDt34EnvxRy9dyaLxAn0hTMjo5YvsYSZ885/TTzmSZGCFhToAerWuS3v6NJnvQZShGu8nZDW4wV8YGEOtCCCi77FCYbTDmCfmyrzdho6B0WqMjUa0hC+EaukS+uuFrsqbT8Nx32xsHE7kyg24tcceSps+vucFAiPJdg3qmNErU0CQDAjWLQNjtUPxGR5FkDwCLKsemDUprVQPhbD7ypVoHYNfZMCnqAha3LU7IvVrnC+WKhV7JS0O39VfApR+EDc+vBmau+279ZpzwXJhLFZcpjcHz/hZe+62mj41H9GobjEqpRaa0LpiaZcNT89KQ1wU/0kWTbi0vN4KzsAKhyncdw69k/jDLtFHoWiblEc6G9LC7ZmrVoLRk6dghBqWT+TKrhZQsLtL88l3Na4kSNdM17rtlWwtlbdxxLO0Zq+xiBQPWiByfkTiiPjngnN8NRsJqGSdrSktEYgkmapjSVDUQ8pdYOAyp0Noci+Wqo2vULkwNSrXIrEnbdls0TeTL9OA48wcMSqv11WG1BnIYwszRmodzJZOoXZwalGoh1fX6kC2aVHLjAOyoLIZSmkIuS69ekOSFW+qQ7PPKzIDQlAvZkinLnKDpoFTKd8Op8S6ULVIuUxtNOYmZmXtJu0ZHKihVmBaTedOX/eoJfHx1A2TLCaeVjLiDwxN5+kUaO9HHML7gL1qd/BevOQVDWOiFMTjr9aEzpdmiScrOY0c6ydFgE+T/jOJdTiZ4DhxH5wmFmqC0wQQzpV+p87CmhWI5D3Jh6RCNmNKZp4Oo7tQPtSPfzY8xtvk31Wb0nUt9gcDMm2IhROjy3bg2NSiNGBoV4Yy5KS1hwgvIima1ptSVrSes7PTyXU2r3oth1c2UzKqcHGp6wNXAle/OUT+63zVypUrVMCPRB1f9rXS+NXw1pesur7Zq8kGE5b7rzgWRBHQvhyWnN31sRHcYIpBrwrwwpXMn3+3WCjPWk4KvLU1oTKkcD92lo9WgFDwJ8VEvKHXluw47EyYzlCtIpRJ1TGlUJ287QWk57a0dmlvbG8LamC6aXjJqv9VHN2nJnBoJb61wr8EdK25iIIw2YSCD8oRmYkQTTFAn33XnYj3qW7PkPeCpW1r9LsqF6qmswtS1sHt5dTxMA6Fpbct3e0RrQanm7tPmMCitWDaFskXULtWaTjE3LWF2D2e9fsU7KlJFYuSH6BZ5eU+6PdYTvXIudMuAQtonZosmfUYREFPqqqdDmEyplO86c3S0U+7Tm2RKF7J8d2a9nELbmMiX6aa1OgHA2Xi4/afs1jLiDg5PFLg8kkXrGGB42B+U+gIgt4bmue+HdVegj+73ZcRDCEoLZeJWFivWRZ4GTKF/I+K47x5PLWEKszKljeW7miakVCmEySbjFvDHnOCn2ZYwuls/1MYGZNM3Oe+3/8CJ2tvl752LJRv12m/C6ufOeKgmcHq1htSntGzRFbEpmBHJCIAMSnWNioiAXZzSEiZU+a7PfbenbxAOOU90THXeBaemNGSJUqFcqf7tMLUHnAtHwmgcJ31Kc367f786w0uQGHDFhxse69U2A+0wI0XTqS83msvCT7kOrV2mtD4oDVBT6tYyQujJwnSxTKeem7Ge1L2Gih3mRlyOh2VihGhZh26nxMUJyDz5rtsSxi0tCXFdShUOE3Hq3Pu8mtIocUMn7yRxNdvXp1QIqSQK4TNIF0z6RImyFuNIqYNuPUvJLkKkEyz5GWyzV3CW2OWd3/U6CKuWcbJgEhdljFi8jilNVvvj+XsI+5lSi5aDgdue2seV7qmsBkzpH95RNeSbFu0ljTPFMj20RmDIPqVhMqXO3JiuBqX5svxsI1ahcUuYkMs6dg9nvfVoty1b5EQLIzJQjXVC0g1Knf/1iJyOw2JKiyY9egH0rllNrlxoXk1pGP3kK6SEjymNJGeda7wlQTGlxznu+ERrlvvIGonuFusEwGeu4t5obTClRycLDGhpjI4BBhYvrz7hN/NYeQG89QYpJ6O+SXr7C0+llEPHor+vn1iywWbMvxGJd6FpgpJXU7rw5buFcoWYmMHoyGNKp2bmbKEThnw3W6yQsvNVaaIRk4u71xS3MQynLY3dzqKTHUbD4nnRzfL3DqeO7tSXQ2rmdhjV9kjh1ZR2RGyy/uSIEeOsFT1obta1viVMmEZHpuXVtPb2+QJRv9OeD8YcZKO9GiH31C57WI/jmSn1J8K8mtLpN6CaENghtAbykhIBgkE/dN3Hmtezns2gfi0JxJQyp0xpys41z5SGNQ4dtiwpihhmrsqMxbqoRDowEs71OPdCZA76lPYXZQ1fxRY1yct4VKeAb0zWGB1pobRkyRRMevQipp5g3O5AEzYd5WGHKZVrxVbLcTz1MaUWGnZINaVuS5hUqpNIpxtsRGWSSNNrXbHjPd5cKbTWk3UTuTIf+9km7/dIpUFQGklMceGeAqHV20EFQrpgtrxX9EpLwmpQ6TKlxQnv51xRfraGVZzClM7F2rR/LEenyFHRYxyypVQ3VhyVktZYF6y6ENZeVm3X4s7ZIQWlmWLFUWw0nzT03OlDqintxJc4jXbM2KMUqu67C5kpVUFpM3jix/D0L1s6dLKmTqAn8PEeO+PeaG0wpcPpEj12GpEa5Bvve3H1CT8rJ4S80fWqw6DHlIZwo2klKUk6ec1yXnqebDrs1e+51+IuCLEux/L+ODI6KrVWUwogtHDku9miScLO18p3Z2FJoSohbqumtCi//+eIp+T33GQLDAjZ6OjIE1yYu52UbpHzB6V6lP947VkkEz6pmPtUyCY/JbPqxKw7NaXAtPLd2prScBb+mhpnqDEeqz15taa0uvlYuEZHuelMLPw1pTMgjNZARbNCjGLrQalbR1cpthaUttMSZo76lNq2TbpgkrKzszKluu5KFsPaiNepBLqcxG2sEz3Rw1+89Fz5uzNX6prTG9G2QnPbXGYdBmCH7UsaG7EaoyN58nqjo/Y34pmiSadexjKSjNrynkgUhxyjo04sdHY6jJU7ViK66/oaznzkuu/GE0k+9dYr5IP+tTCScOS7UXj/43DW6wHQDDcoDT4Wsm6bEwdGJT+rv0FDtNkSRgalGbnfi3XPfoAPnht22EwpeBLeXEmOcd0qTmVKNU0ytRDafDCULtKv57Fj3Yw45WaJ8qhMWMW7pPvuW2+o7qvdtTpE+W6XyAcLSoWgIsLrU9olcpKMiKaak+967rttn37eoILSZpDohfx4S4dO5sv0iNblu55UzA3IWtl8OBhKF+i0JqTsQY842TgxpWi99vzh1Q5Zlo1RdgL0WJen06+pbzVi1Syc6747RzKx+UC+7DOWadgSpkPWD3QunfKUEHpbNSsuMkWThJ2tMhF6dHa7eyBiCCcobWMTWJBBabc1IYOvJmUx4FMNhBGU3v8/vCf3P0S1CmURrQZanunSVKa0tiWMXVOH1ApKFYuocO4pPys0jXw3omuhZ6NrkiQzwee+ezz0Kc2VTF8WOjhTGkpNqWkRscNgSktybgxwX1qWzS1P7q99MKh8dw6Y0qJpYVo2cSvbHFNqh8eU2uU6lYAblK6/Ck6+tpowdGtKa5zh21+bJgtlVolj5O2oJ1eUJ4pLoyPbx5J4RkfIpG0o8t0ynVoJK5JiHLkR1+yK3B90LiPbsZpR3DXDZUq19tUzPkzky0QpyrXR3S/5VUNGvJowind7waPWBlOaL1dqHMgNq9ByUKq1sT5niqYkMOLdgdZF8Llhh11TCrJVEjJ4NzCrY8KH0BOmhQkmJycYMPKIeDfDthx3nZUx6bvQYG4Qenj3Isi/t8OtX20S3voYSk2pJeXL8S65+bj4fdOWlHjnV+67zxIkeqAw3tKhkwWTwYhrqNET+HiBq1F3bvQWbzizYlHMp2Xja1cmmVokJ/wZZJuGJnwZsPYmm2zJrJXMOYv8MbvHd8JYNViLdaMJEXr/qfnErDWlegTeez+c+7YpTwmtPct5F/lSWfa68zOlTSzChiablLcTlJYdNz1A1pMGQKhMaX6cFDmimEQiMSzNNfBw/ncXuCktYZwpc+/d8PGVkD7S8iX4a0pr6hpnYEpBUBHh9UbMlyvERe19ZdrVZSHrOmT7+5QeFzWlFbnhgDr5rq+mdBqE1a+2ZFpyPg7AUPqh6c4968pwA8yPW4+k+d69O2sfDGh0FKbXAAAVk8zkOAkKdBaOSHOZGVBtCRPO+YfHxmsfcOW7z3kXXPuJanDk71Ma4to0mS/TRY5xOpi0feygw5Tm8QelVfluBS2U+SBdMElpRYgkGbN9JT1GHJ73N4y++kdVWakzVoyQ5bvpfLmaqHH3S/4AKBJvKGH0mNIWgoFCgzlwtvZkjSA0IfsGt4h0oUyflkO0VOY1R+674DGl+ZIveK+X7+ohJyu/9yZeeeBf6dXzaIluylqcopagn0nZEqkBe6kZrtFRWC1hTDrsXED5brh9Snu1HMLdG6y7HE592YzHuO67lgpKj3MkeiE/NvvrGmAiX2bQyFfrIAJCCMdKw130WpTvjmZL9Do9Sj3JZMeihrWLftTUkLV5o2WL/o1gp/d5TNgdlFw2VI9VF6EpfUqPj5rSpO78HdPVB3Qvb+jMK0R77n4g5XGUHLbarSXWo83Jd92a0jaC0lLGdx+59aRNQguTKS1MYFAhYedZOdhNJFrnAOwyZXUtYbxgZGyPvCfTh1u+hJJpyT6AUJuwSjVmSj1nPRGe42euAVOaobrhmHQdMF357nFVU9pIvttkTWko8l2rYXuFZmH4mVIItDbky6bXjgh3TAdpCePvUxpSgoTbPkb31y/nYu0pdLsMay+f+Ro0gWmL0JIjB4dGAUeZJLSpfWNdB05fS5gwmdKJvElK5Mna8Zp7ED1GPFI1OpKP+eW74cwHmaJJkiIimmLM3yM0koB4F6vXrOffr7ui5vxuLaEd0lxgusGQEXckrKJ232QkGkrrNa31gKRQx5TKN2zFA7S93sWZokm/nmutn70r3w2tvton33USr9lSpSpzniLf9SsnQriGI0+wtLibbiGDsv5UlHGthwExQbTSWNov3PkrJPIiW6yQDBiUaiHWuRfKFdkaK968lNuV71ZUTelxjnhPW/Ld1dqQLMifxUimEWRQ6suEtmh0NJQp0kda/pJ0mNLe1dOyMi7CLGDP1kvmnIA4TYK8cCY5I1bdGMY6HUON44spTWmm/BsDjgeh6W1lYkFuxlO2LzEA8lqaYUp1WVPazgakkp+o/tIKU2qHZHTk3M/JymTVPAN8/7vy3WmCUjcAqJf8BUDRrJBwW9K4bF2id9peZJomZGAeYlBaX1MK1LA0advZHGtuUEq1P+YCZkqzJadeCALXlGpuohDkBtTnUBkEJdPCaIMp9WpK3fsxQGlHsVw12fJcLIMwpRqh9yVkfB+R9H4+ZHyfihaF1RfP+HIvMA5pI3501EmYda+Q63X9GKhnSjXN54Ydjny3gwJ5LUHaH5QaMihtLN8NT7aZLpgkKaDHUozbDRI1MJUp9fqUhvMdVEqF6jk1zTF48bvwTsOU6q3PSYWyVVNTCjRVzjL1ItoLStMFk16RaUlRV1UNhNseCfDku8s3/Qcv0h+Qj00xOtLCc2XPj0NhnEFriE47C/FuBjpiDFldnCAOolulhl4UthuUtrEm+yG9N2Y3XPNDqqlEKHXu+VKFbpELFJRqSr77LEGiF8rZlgLCdK7AOeVHYc2lLZ1aZuVp2+hoOFOiT9Qxpc//KLzxezOfv6ZWoF2m1Kw1F3EyoHkSFIW7GYw6C1IEjLiUpbgLxHFRU1ohqZktbURFm4seOJKU+s34xrfACz4267ERvf2aUqswybDtTLIN6mZnRKhM6TjgBKV6tMoSuQGhmymvCUp9BjfuXNDGAlgyLTkWoPpdzJYk0jWnOXeINaWiTMGubsAnff0B07h1dI5cUAgqnnR14QaleYcptaIdtQkZjymdflNa06f0yBPwHyfC0acCnd+2bYqmiWGVWq4p9ZhSF0GCUtMi6rYCcteDIDWlc9GntCiTpidpB8gvPX9WBrnaEiacesaRsQksNMSSM2HghKkv8GpKHaZUD7e0ZDJfJiXyWEYHadt332k6iahOgalBqfc9hMDUZoomcQro8RRpErLVDNSyYlPku7J3dRjBUMm0pLOr7/1J9NTJd5PTyHedx1pYG+QcGIJ8100yt7g+pQumbB/Yonw3zJpSV8puoUHmCBx8mA1bP891+s3yBXVMqTQdC0nOP74XgE5ydJvDEO9m7UCKQ+UOTtXkc4320/mYk1zLDrd3fuT8XCoVSJVHpaKwSRiu70MYTKlpyfY3LTClyn33eIebuWqhrnRJdgsddgY2XNXSqb02GFZ7TOlw2seUppxNSLKv2ottGoTJlKYLjWtKy0YHJT9TGolXi7tB9oyE8GRi84h82QlEWtiIen0JW1n0RnfBd15PNjNJB0422g2Elp4JG6+b9S0ijqlFz+R2+OYrAgdkhyfyRMppjvVulPK43jWBjq/WlLY/4doFydgmzEkpTdXr5LruxsffEkYTVZbQTQ6ZrZsdlSoWCc10JOvOJnSWBVDejyHWlDp1Qv5G9WkfU+qxpnoDo6MF7L6bLZl0kEfUS7OakO8C2K7c3ZVvTxwMdH7TsjFsU8rx23XfdREgMCqUKz6m1FHOBHHfDdFrwIXtBKUAqVNe0MQ1gOn18G4Pk4UyuWwGU4vByz8Dr/761Be55Q7Cle9q1bKTdu/H0d1M5suyJVOssyrfdcZG3NAaBqW60y9WYLcVGNpmkWIhR8wqEkl0IoRg3JXw+lkxz+m02hJGuu+2PxfkSiYxN1Hi3hPrroRVPsb84j+Rhi91MPTWx2K90RHQktGREG2szzjux2Taku8KuxLK+nj/Ntma6JgYkEzpXZ8CYI1wPBTqmNJImC1hxvZU39cqQLybNz1nlWd2VEosgqVnTzmsGHWD0mPtnR/Jni9jSCrT+tY3fVwioklPhjDcd0sVjyluFmcu72brR1/EFSc2H0g/09CKcP7ZB3eSyI8FypoAnF54CAuBtu7K2V/cAGHVlA5nivQJV77bfBuO2hYQIQSlNUyp3AhXIh2UrLhswenKd32SCUuE66o2n5CmCuXWmFLhk8cEXTT33QfbbsQ6ZfNUprRJGLrARLB4/BEYM2FsLyw6uenjv3HXDj4siiw/6VzY+DEYODHQ+UOrKbUqCKc1TdRy6r2NumDUC1KrG8Ea+W4ITGnRtEgIJ0Hhnn+aelIXuiZCZUpzjnx30k6xWIwDMIlPvkstO1RjdLTQmdJGWegmW8LY3jhw5mO3TrtJ1JhczRNT6p3fTVIGmJOEv6wirHYgk+MctZazuLeL7lNfPuvrDc3ZAIYwDh/dN04cp77XlTPXw00cadX66nIY7cr2PwBfeT7Gxu/SQYHJRCeZMTcold9JIqpTwqBiC3RhV5lSra62txXXWMD68R/wCe0wUSuPiKbojBmMWR0MiolaVsyIyXXbYSYjukaRKIlKe07kUFff7p7zpZ+qfdHJ1zY8tmpy06LRURg1pZ4vQ2tBYTZfImW1GpQ6qgGQ62Mr8mMHY9kSTx84xos12GkOsmj/g4j8KJYwqomsBu67YawLtm3z9OYnqNlVxLu5aH0/ezsWQQFya64m2sCd2Ip2UcIgmh1q+fwuMkWzGoD3BwlKdVnnHsKcVDQrpMgGag+kaYJ4i3PAMwWKKW0GrjV5wLpS27Y5z3yEI8mTqwt/QAiXKfVqSlsLSpfu+Qmn6/uwtUhgjXxY/ejSBZkJtiIpuXg6TGlPbx9azDVUicmg2SftrHgmBsdHUJrQWmsDoXk1ZC0EZSXZlsicOCKz8RA4KI3okinVbGdh8jEbzeCBrVJ6093TD4tPm3XjXw9ZUxpCUFqYqP1dj/pqSOvluz6m1O+66jKkbcp3vQSFe56OmetsDU1QCbGmtFCq0GmYNcYqZaNqclIjI6Ru87GQa0qLFXq0AqJ+LmySKfUSRG4w4txfzaImKGy1plSvZ0qDBKV+pjS4fDe0ZGVhAu75DFgVStkJdutrSP3JPdC3dtZDNSHCYSXG93Fg304SooQRS03/ukidfLc+IGwVI9IFWU8foEMU0BNd1WSQx5TqgKAgapMmekgyantkJ2dquyQzFUnSlYgwKVzPgToZ9QXvhBOvkefXBGN2J0axNSNIP3Ilk3iLiRrddctu0ehoSk3pPDClVmFSMnMttg709mmbfwY3/mVL1wBw364RDKuAhcZ2ezlafoS7K6fy8/hLqy+KTK0prVkXfvNPMLwj8Ll3DmV48NFHqu8FEO9CCMHZJ0tJffTUxomJWERnjG7ItB+UZosma92gNAhTGjUoW+H4XhQKBRJ2IRBTejxAMaXNwM+UBkCmaHIye9nZ90qWtXhqgdun1K0pbSEjmx3hZbs/KlMQqaWBDHZq+k+1mf2R8pR8NSh25FAvveAk2Pw07ERu0K79RM0ibyumFACht7HoOZtmK3O0ypRGO2Y4YCqk/b9v7DhsY7PwTI5anGS9Wj7bgk3flNLz9c8L/kb1MnzNmCrbrQ9S8ZkYgK9vcOsMQdG0iLv1xUYMVl44q7mLoWtYYdQOHdsKO2/l0vwROnWTSTNKgQhxyrzkgpPh/tsBqoYrPnboeOhTmi+bdGl5iNUpX9zN8GwJE1HHlPrdKptA0fS1oWjVfdeo2zgHKO0omhaRKUFpMPluOQym9N7PwW8/DqsuwjCzRJJdUxngaa+BcJjSH/8BF2RjbKWEiM7wXWialDo785dsCRPC2uTKDfPjpEQePd5ZNRgzqoxo1JCsZIrC1D6l0FbS1s6Ps4wRNNuGaJLuRIR0oUuSfvXj8/kf8X40NMEYHUSLbdbxFSbpu/kDLBZrnDcOtj5qblDaUksYK7SWMPIaWgtI9NK4/KHlmlLnvnn6l/D0jXDNv7Z0HemCKYP0SIL/LL6Wb1ReyG57Ka/O3M3L3SmnLmmg69KR3EYgssPw4JekQdUlHwh07iMTRVaJY2y1V3Ei+4mIihekn3LZq7H1QyRPfn7DY2MRjRG6WRwSU7paHKEc6SQynXKiATymNISEbSXv7K9UUKowBS3WlA5PZFkrimhuX9AWIJ0eha+mtAWm1H/dyWDXoodYK5ApmCwSOYRr5923Dq76Ozj5JbDjFueE0SkS6eOrprQis8GtMKXtZGJdJidzrGWmtKZPJwQOSilMyhknQDNqPzyjIduCO/8DlpzRUlD61K59nOZ/QI9Odd91mbIaptR3L7QYjPhRMi1nLMRkkPOOm2Y9xmNn2r0XvvUKSB/mLzE4GF3HEAlKROX1+BbBak3p8dWnNFt0WsLUj8XTXym/81nGqD2FKW1Fvuv2/GuxpnSKfLf5BEmxLI2ObKEjTnyRdBAO0LLM64sIra8LlTI8/HUA7PwYMTtPLBnE1EOjEsYGMHOEeDFJpxZHzJYgePtN3vpkaFo48l3H3dTIDxHFxGjAlIKsKy2KmAwUfUZHVbOl1tdnrTCBJhzZaSRFVzxCVu8CkxmTJoYumdJoKTgrVoP999O3/Udcor3IeeNg94TRhnw3X67QEQJT6klmW7gfLMsmVhqDKK3Ld91xUMzIdcm2W+r4kC2ZJJD9apcvWcLmw3Is7jH7cU8xlSl125Vp6O5eowUV0XCmyJniGJut1XRrGVYwXF2P+tYiXvqf0x4bM3SG7O5QakpzpQprxREKnWuIBPgMk1Gdsi07FAT/5GthFdpL4i9UKPluM2iRKR0fk9nDaEfwScaFV8fmLjitbEadwf3rrlfD8/8x0KG65qtVaLemtGjSo+WrQakQcOmfQ2qg2gOuQYbU1kJY+J8hcN1OW9mIihDku3puqOWgVAgfUwiB5LuFcoV4xVmsAsjH/dD8TGmlLBffILBt7EOP8snrH6h9XI9UGVGvptDtm1tfU1pndFRuw+jIle8G6Q+pifaZ0nJBGvSkFhHBZMAaokAUUzh/q/P92Aj0uDNGGsl3FzBTmitV6G5kKtK9Ap7zrlmP96T0Xk3p716+a+h1OeVWjI6MGKy8AF7x2cAbWG9ebnUsbv25dPYE0mPHSFIk2RkkKIVyGG0wCpPEzElSWnmqVLUeAxu8hIWhC8p2eEFpqiA/i76+PuyYazJUHRuJqE65Tr4b0bX2kwNWBb3sm8ujSU5b1kWkwzXAmn6tMjSNUTqJlifaMz5zDMMWCWePNdv3UH8dbQalcUo1DuStMKWTUaf0Ynxf4GNz5QqLcf72ruC6Ol2jOi+XMs4a2dqYzBZNEqKEiCS4+pRFnLykkzOWd3PQ9vkd1I0JNyi1hVFN0LWQsB1J51guhtlvL+IwzvhrMiiLGRpDVlco8t3RbJHV4iiV3tnLCPxIRHUqtoZdaX9t1FRQqjAt3EERsKZ00glKE52tB6VCgG2L9oyOnMG9e/CKwC7ANfLdEIyOurRC42AoUmvs4IfHlIbVemAeUShbRO3W5LveRnj7r2FoW7CDnYUikh+iQxSwjXjgmk6g5aB0slCumly1wZRW3JrSSikwO8Wu2xBfvJyzrbr2HXqDPqUeU+prCaP5a0pd990Wa0ptm1LFCUwCjAXJlBrtbcTTh+QlrDgXgA5zjLKIYGrO3+58P8KI8+fXnCEfc+W74vhw3y2UitIVPYDpmx/xiKvecIPSgPLdslU1Vwm4AXfRttGRKDdsr9EsPLa41Xl5yw1eMnLiyB4AOruaXyt1t6a0neSIbUNhgriZJqmVAkmpa2pK2/E7yMg+tz0lGZR2d/dxy4df4pykuvlPRHTKmisvl99bIqr7ZNQtXkN9jX20g795yam88PxT5e9NMKWaXYHixLSvmxVOr99Fjtla0PXRMNqrKY2JUpWdhpaMgobjq50fAq7NSBXZYjEqf2khKNWEbyy663KLKp5MsUJSlBDRJH/2gpO48U8v5YRFHRylt3qOOlWF14oErZqga4EpzY8eJCZM9tuLGDUcxVzTQanOkN2FnR1q24F477EJVoghEosbtIaaAYmITgUNq81EWaFcIW45+xsVlCpMgaZLB6ygNaUTcpLp6G5ek14PIQSW8Ml3K6XAN1zFWXTiLTC2tfLd9jahmaJJl7+m1A+3QXYj1kjTHbZ4gTOl5Tx9pUNEaa03odcS5qfvgdv/OeC55QIVKwzTQS4wS+rCFi0GpfmylEtCy0xpTU1ppRScKZ2Uwdh5om7T0Ei+q0+V7+p+ptiT77YQlG65Af5tLVo5S481Nqvjrh+Gy4y0swl2Pofx3rO8h2w9LtthgFNrLKq1ruB9Hpo/I7+AmVJRmETHajkoTcacTbBbxxlUvlup+NpftMqUtmd0lNAqiBbPDT5X9BY3YIXxo+S71wGQH5EmaH19za+VmteOpI1xWMqCXSFhZUiKUiAJs66FVVMqmZ0+05Edxjog6poMVb+feESn7N6jzjyVjOqYbmueVq+hPih1P4OE813MyJQKRm3nWnOjrZ0fPMbcYwuDGh259dUt1ZRKo6NJXyusVpjS8cQquT4Nbw98bLpQZqkYxRKRwCVW4MrpfUwptGzCly2adPgSNEII1g2msNAY0Zxrq+tTKoSoOsO7wXAL57fHZSuaw2KQdHSJfLDZoDSiMWx3I6xyS+0b/cge3IwubGKLg3UISER1LDSsNqT0IJP4Xe5+SQWlCg2R6A480HNpNyhtbeMDENEFlk1tBjBgcFYNjoNfR0TXQmRKy3SIaQIidyFssEnSNSHZ0oVeU3r3p/le5c+Ju21IAkLTfdLRoaeDHexkLxOlERbrk4gWN+O1NaXNB6UTeVM2goaWJ1lDEw5TasuxEJQpdZJKp2u7AcjZzljTfExpfUsQ3/dUs/C792ArC/+RJyA/Rl/pIP2VIehe3vShhiYw22wJU3EW/m/uq46BVCqF5m40jLjvn/sZyTngeHHfjRTH5Q+J1hKGyVg9UxpQvltuv6Z0SlAa0OgoIcxA0vF66JpjutXivHzs2BEeHU/Ia3D6vPb0NP99GI7pVlu9GZ26eIMK3fbElM32TIjoYdWUOiyh7cgOox0y+xPtrPl+NizqwIi566QblBrtu+PX72scV3xWXSR7hPatm/ZQQ9eq/UxzI62dHyDtBKWefDfYuNQd+W4rwUDBUS1kiUvmHVoKSm0jLiWnrQSlRZMlYpRicrH87gNC87doKrYZlJbMKVL2tQPyOx4xHIlyA3WHoQmpnmhDvmuk5dq0fNUJjC67HDY8v+kgPWZoXi9Tsm0Ybz34Zf505zvkz4tOCXSoy5S2lSgDJvMmXcJZU1pUli1UqKC0WSR6AzOlpcw4AEayp+XTdsYimPUEZUCzo7ERudgtW7ykhfMb7desOMgUTFJ2g96AUF0IGwRrmhBURAjmLvMMe9+9pESB7tKR9lrCAIzsCGZs4SwUyfIop4i9sOjUwOeX8DGl9Rn2GRAGU5qMGZQssD2mNKDRknP/doo8ZdsxRQCnprTOfbeB0VGN86wn322hptRhRpaV99NhTUJX80Gp16KpjUzs0EEZlN86uUy22AGuOmM1S/qcz8OIVllS3Re448h37YXPlEZLzlzeKlMadcaHx5S2UVMaIBDyI1LvvhuAKS2UK9L5uQUJvwtNtNczN25OMGQmINFDPCdrCrUACg5NE9Ug4sjjsO/+4Bfhm8O6K+OB5Lu1fUpbXJsqZY9h7MatuXc+g3hXTXD2mTduZMMyR9LoY0rDku/mbWfuc/0dBjbA22+ccVMcGlPqBKVxVz0Q0JE64sh3Ky3Mi/mSU1NKlBLO/dBCYKhrgl328pbku+mCyVIxitkRfI8Gbrs055rblO9mi6ajGvAHpXJMjEeXOG71U4N2w12bSq0zpe488NG3vpB3XfdmePOPGp6rEWKGzjDOGpZpw+zooa+zg1V8ZsOXYOlZs7/ehypT2t7aOOHfLymmVKEh4j2Ba0rLOef1LW7CAbqTEUr1QWnArGx6YhTLFqxyF7QA6IgbobnvZvNF4vY0NaWpQVnH4Ro8+CA34sbC7lNq23D4UQDZi6ydmlKQY2B8b/MHO5vmmJVnBcdgyemBzw9tyHedmlJLj9e0WQmCjpiO5TjbYZkyIxyEIfEllSZJknXbneiRqcxog5YwNX1KPaa0hYXfCUpPLTu1rd0rmj7UcJlKy4TvXwe/+qvApx8/uodJO8nmUa26iPt7pfpZ0iny3eODKU2Y4/KHAHb/fnjyXc/wKmhLGIskzrHzVlNaaVk6DM790EZQmrLSHDOT2PFuusuSLWw0/0+Hml6pt34Efh6s/QRQE5RqWIHkuxHd73zb2tp09MgBpJ2uD+76eOorprqLuwkM535MRY32e6U6+5qnWSV/jwaTMI/iBqVtMKUOW+whcE2pw5SawT+DfFm2ZyrY0aocuwWmVNcEO+2lMmEcsNQpUzBZzCh2R2vNAyVT6twLZSe5EbDOHYD8GJHcMcd9d2pQurn7Ujj9VQ0P9eS7boIuYKIOoLN4hJzeiWihvChmaIy4ieZWHXjz49hHn+QX5fOIrjo38OGhMaWFMl0iJ8uFoq2VWi1UqKC0WbTAlFpuENsG/d4VN6i0yZTmJ0fJkGBpd/OLjYtERMd2i/7bbAhsu0FMoyD9jNfAu25raIcu5bvGwq4pHd+H8I+fdmpKXQTJyNYvUIvPCHx+aF2+6zGlLdaygpSqWYgqO2VXgjGVvs9/wk6RwWcaUt+ndJqWMNWaUue8rbjvOtKiM60t8vcATKmha5i2k6A5+hQcfSLw6UujBzhk92NaNkds537zS3X1WDUg9eS7DYyOFjBTWg1KW2NKU/GIHItuQBZQSl40Kwy6pi4dwZOF0IApDRKUli1iwmzL6Mhzfm1hA1Yo5ElRYNzuwIx20W07c0mA3sk1yoX8eGsb0Xq1R4B5Wde0tt13v33rQwCYMd+6534GL/pnOO/3aw9wAwWf0ZHZtnxXfgbbtfXOOZrfJxiaNDoCWg9KbbtBUBpsfYxGDCxbUGmBoXJrSmuZ0uBBqSYEO+3lMkE1eTDQsZlCiaViFNHdWlBa06LJRSsJ05/8Ee8f+ltpwuYbB4mozpkrusmuvQZe+cWGh8oe2q0bHVmWTZ95jHSsNbY4asiaUqB1+e7+BxDYPGif5EmWgyAZ1akgsNskcCbzsqbUinW1xNovZDy7/tp2kOgJXFMqCo68sB2mNBGpLrwuAjrwlrPj5LUUmiZmf3EdhBDEos7GpV33W9edr1FgYsSmlUpoAicoXcDuu4ceqf29BYZCr68hC1JXWspCx+Lq7y0ypbTIlE7ky3SJfFtSlI6YAYjaQDSI2VENU5oia/tYh3qGtFFLGE1UmVL3XmhDvnsCDtMdoKZUumE7TGk5L3u/BkQkd4QjtmQIj9qumYmfKY1W2VK9NiitZUoXpvtuxbLprDifW4tBaUfMqI4FaEm+u0iMYxmJlhM17RodydZUrTOlHXGDitBaWheOHZNByDgd5DTf5i/AZ1FT31xMS/lo0DFZf/8EDMjarSktT0rZ6mSHr25zJrY4Ulvmkorp7TsAO/ua38SugtN+L5ByQwhBQUvI9bnVoDQ/Vvv5CS1wUCi9LzSsAHXVLgrlCkmt7ASlrTOlhibYYS2Vv4wEqystZUaIizKR3uY/ez9q3HddBJXP5sdhxy0sMw8SpzBFQv3T9zyXP716ejdaw2NKW6tpHc+XWcowhWRrgXnMkO2JbETr8t29d2MJg0esDawbTAU+PB6R8t12VUST+bKsKY09u6S7oILS5uEypQHkglo5TVFLttaI2UFXokHNT8CJ1y5MUI60zlDFYu0HpbZtEyuNy18CMse61wZjAct3Dz+KrUXYZTlZwN85U5oBp+fWpNYNnUsDnx9aZ0q18b30alm0NlQDKScQEH5GKEhdaX7MS/BM2j75rhaBnpXQvaoadDdkSn3Osy7akO9qrmwvCFPqtqGomFKmFaCuF2AoXaS/MkwpJcfhUbvHeeNENUDxpLs+qbXLlPoDgXIOHvjS3Mp4f/VXsPlnob5lvlyhV6RlC5xo8I0HSNbetv1BabBxUHKD0o4lLTW4h0ZMaTCjoxjtMaUdMcOZl4OvCyPDMhibsFOMW77vICBT6rFDpYxk7oO6bta/PkB9r6H7gtIW10bdmQsO6r5gZCa5nlEr340betvy3d0HDmGisz95Crzm64HrjA1NI2f0tByUjh6Rybm07pYSJALfExFdY5Qub24NgkLZIiHKUr7rMt8i+NZY0wQ7Ks66GtTsyHFEj/SuDHxekH1Ka5JkEHxt2nYTWGWS5OmoTE5J0MxGanilJe66FvD8w5kiS8UIlc7m10M/Yk5AaMb7Wpfv7ruXI6mTKWtxVvYGVxZKptQJSr/xUvmZtoAJhykVCRWUKkyHnlVy4WmyMXKuZJKsZNoKBgG64g2YUjMPT/64qaxwuWJhlNPYbbC1STcoffpG+J9LAwfFIJvVX6ltklmsFRcEOlYTAnOhy3cPPUKx7yS2287mo5WaUj8zkugNzpT2yaD0UHx9yxvhWqa0yYBwaBvvfvzVPFc80ZaUPRXTHbdN3wYwiGwyP8ZeQ/aSmyBFxvbJdy94F7zXZ5Ti1ZRWvyfZEqY+KA3IlJqlmkAyG+kL1qfUdcN2mdKAZk9bDwwzwAS9S9YAeIxpDVOqR2HJmbD4NJ+s2Wd05H4GO26BX34QDjwU6BqaRsWEB74wfVB6bGtLbG2uZNJHmmKkp+X7oCOm1zGlQeW7lnQa9asXAqIdprRQrhDFbI8pjRnSaKiFZOHEiNw0jtPBsOkLBAPUlEr5cJ25S9DAaLp2KE1AGh25AWFra1O0IGWGT5Zlkkj2j56BpatjSjVNoButJ42PTha464kdTNhJVrcgVwQZjOSM4C3zXPz87k0AHHTm5lbGZNTQ2GsvRh/fHfjYfLlqdFRuQ76rC8EQ3XKvFdDsSEtLgx+9RfluzJ+ccBGUKd1yvfejTiWw2ZSuC+nG3eL5R0dH6BFZtJ7W2OJERJ67mFjsBfmBYJbg0CM8YJ3E+sEUUSN4eJRwglKjPAG774C9dwe/DoCJ/Zyl7ULraL5d3PECFZQ2C1daevixpl4+nC7RKfJUou3ZOXclIvU2CLDzNvjR25sa8PtHc3SQQ0+2nnFJuEHp/geky2EQgx2APXeTO7Kdl2n3cLTvfOgKxtJ5TOl8u+/uvA123xn8OMuCg4+Q6T+DvbZrqd6m++7y85rLxmaHZa1ZpQg9qykQ5Ujy5MDndtESU3r4UTRsRkRfYDc7P6ZIJiGgfHecJ21ZNzVpp3xGR4ZUM/gNPrSp8l0hhOdW68EMuPDn5CbU7pamIplYsKDE0ARlW5fnrZSk/DCAeiM9fBBN2PQvXQPAURrUlBoxeMVn4Zp/nVJTWtOn1N3Q59qw358JkwfkRruRFGt4B3zuQrjrk4HfNles0CsylP11fAGRihnV+mJoXr5rWXDHJ4il9zDIOKKztfopqDqOeghodBSl3FZLmM54xEmQBGfKM+OS0Rq3OzhUkNdgCy1QUNiTiIQSlFpatHpfB9iIR7T2WsKYFYtUeZSMHefxCfl3z2rwEvEljhwYESeQaiEoHUoX6RZZoh19/Nfrzg58PMj1Oad3t8yUWpNSyr1LuAnb4GtjVBfssZYQmdgT+FgZlBbJE6UsWg9KDV0AAnvghBaCUieI6motKF3Vl2xQUxpgbaqUYcet2MvOqT4W4F4EyZjXKIkCMqW5IbmvjPWvCnSci56k/O7S8aUwcSD4G4zuhEqJ28cX88YLWruGZMTAsjWi5RbnI4BSljdsfq90or7q71q6joUMFZQ2i0WnSXfYJoPSoUyRTnJtMZQA3QljKlPq2KdPMQdogN3DWbrIEutozWUSIBF3Fgl38zkaIBtp2/D9N9H/reexTjvCkdUvCXz+qtHRPAelN/013PIPwY8b2gLFCfalzmSf7ZiatFtTuuR0WaM7k3yzmIb/Ooux2z8LwKNDFm+q/AP3LX9r4HN7cJmlRJ98/2aYqmNbMNF5z+DX4fkfafnUyWhdIADNM1QVE4qT7Cn3sGng5dyjn1trdFSPk66Bi/64psZN99eUugiajXYCLHOpXPxz8WBBiWRntOom3CoHuobSqFR6LF65Dl0THPWMjurcd100MDqqNml3ArF2XDdnwugu+b9/nvvxH8BvPgY7bwVsuPu/AreiyJUc+W689TlRSsl987JVbk5BsvNW+M0/ceLBn7FIjKMFTND5EanP5AcMSiOU22oJ0xk3KNut1ZQWJuWYGSfFvpy8BjvaEYi57klGfd+Bk5gJaHBydGgIM9pFxk1QBXBC1nVfHV92BL58NQw1H4yMZgtcrD3FXnsxB5zAfFb58uAp0L2yxqfCiDjzVwvr41iu5MkEp7g5N4mIrpFpIyiNFuScuCnvlrYEXxsjumRKjdyxYIlKoFA2idpFyZS2EZRqzti1+k4MLN+N5Q7LebVF5cSyngSinmEPEhROHAAzT+XEa6uPBWRKDa3ObKmcg5Gd8O3XNpW0K43uByA1uCbQeV24Qel4ZJHX9zgQjknjwYPRNbzmvNZk1PGoDMyFOx/lWlAPbLmB/vIh/jn5IfAnCZ4lUEFps4jEYfDkpoPS0WyJLpFFS8wBU+oGh03UT+wbzdEp8qQ6W2cFPKbUdd8d29P8wdlhyI8hzDxFO0J63bWzH1MHTTi1O65MrDAZLDAOA5YlN8kT+4Mfu+8+AP764VRbTGlNUDroNHWeafIdplb0oAAAVFRJREFUehpKGbY/cgcA339shIfLa1g02Lpk0Ku16VwK2FX7+ZkwtJWD+nJSyeA1Gn501AcC0Dxb6wTvw5UUD5zx9zzVcbHP6KhBULr4NHjhx2o2ybIlTL18N2BQ6myaswOSMS6lggUlhtub0W/QEkDCGxmVm6XU0pNZ3Bljs7WGSt8G+ffW92qFqfJdt0E6VBMCcxaUOve4y5RaFSkxu/8LsP3X1cTI3Z8K9LaZokkvaexE60FpQ9a+mXvhAelcuWjySTpEoS2mNBap24Q2y9aZJTpLx2RQ2qZ81wtKh7YFYuzLGTlmMqKTvXk53oK2gehLRattMFw0MxZ//Adwz2fYP5rjwa27Ga0kmLCdutaATCkIKiICR5+EAw/CvnuaPr74+E85RdvHF80XV88/m3z5pBfBB56sqX2NRFqX747lynSLLFoD1/tmoWuCrN7V8jyQLA6RthPsLffIBwIGQyDlu3vctfXpX8InTmh6j2A5JRhlorL1HLTkAxJzkkSl3vWQPhzIc2GgsJdRY3HLSSJdEyzqqltfg6xNTllabvAcqcSB4PJdvxs2yPG46zbYfpMX8M0E29lbdSxaE+i8LnqT8j4Y1gZnT9g3gHl0MxVbcM7GC0jFgiclAKK6Vu1WAZAPkDCtlOUc+tj3OKYvYXvH+S1dw0KHCkqDYOlZUr7aBGTz2zx6oqetU3bFI1Pr2NzJf7agdHw/5dEDdJIj2gZTmozXbVzGAgSEIzsAePqiT/Dy0kdJdAZ3u/QMLdxM8O3/Av9zSeu2360gc0RKJjNHA9cRmnvu4Zjdw5ZiP5ut1ZjxfhiY3sVuOrhBqWXEvfrQGWUqQ1sB6CvK13zwJRu5+8PP4/efuybwuV245iq2u5luZuE9toWdrKAr3tpE7yJVX8fX7Pl3/sYbh+N2ioGOGAMdMWlCBk1nxbX6RReCu+869+wTQn7/XUvWzfTqKTB0RzLob8eSPgJfvAL23T/tcS46J56WsuXuVSzpjjNMN+Z7HpDjMZqSSQd/oJLsh/PeAeuuBKSE2asxL85xUOrOM4VxyQKO7pKfd3FC1rOe+jJYeynsuSvQ2w5nivSJNHrHQMuXlow2GIuzsQEjO2H7zSA0VqSd5GaLhmMAqVjdBrZZpvSGP+FrhQ8QscttGR11xg3KloZ9+HH47PkyGJgNZhF234Gdk6ZjRqKbSScgEwFMjgB6kw38FmaTkk8ehid+AFt/wVCmSBdZRswEEwQPSnXH+KUijGrixFUxzYbMEP33/yvbrOXcYF1cPX8LPQmrQWkApvTIk/DQV+ncdSNdZNGTPYHP651f10hrTk1pxZRlLnvvnfkgy4I9svyot3yUQ3Y/47bz/bfMlDpr0p2flEY3TRAIZsVilSWls0Wjw8eUBg9KF3fJRMFIzJF+BmBL15i7OJo6KfA5/VjUXWfaFogplQFhJrmi6jMQVL6rN2hLMylrZXFqZmdC/8gjFIm0rB6J6BqdMYMjOPN6s2zp2B44tpXCgSfZay/mtFWttegCuT4K/9hpdm0s5+Ua/rmLYPdvuTV6Bd3J1ufmhQwVlDaBW7cc5b5dIzIozRxtauGZcCydjTYme5AW01Oc4LJNBqU/uI5rt/wFhrDaYmyTibqbIwhT6lijH+46i632KjrjwTOBusuUukHp8DbJ0tz72cDv1TJGdlZ/DtiDzNp7Hw9ZJwKCEbo58M4nYGUwsyeo1pSW9E5GdKcAfnKmoFQaIS0x5aLb39vH8p4EolWTIyDqBKWFuHP+2VqSlHIwtoetlRWNnaQDwOtTWvP+s0i1cqPwrVdSvEnWZkzQwUBHlIGOGAXdWcSb3JhrooF81ywEMtsZPSbHzp2TS3iv9RcMXvbOpo8FH1Pqx+HHZMuhXbc3OOEu+P6bveB9UW47+yJrQNNY2pNA1wRRV7Z3zlvgdd+uzdZrGrzkk7D4VO+hTnc+cJnBgPLZpuFnOjLHJBsF1STC2suhZ3Ww+qF7P8v5t7yabrLEulo3keiorymF2YPSzT8DbDjnzRi2w2p2tq5aEP51QY82Z3R06BF47Lv0kKbDHG+7JUwZvZo8aMYl+ZFvwTdeygnFJ8nrnfSkYkzibH4DmByBlO9W6u+F7CybwO2/lv8Pb5OJY5Fn2Iy3xJQaTlBqaZHqWtzE5pvJQ/Dlq4hlD/MP5ltZ2d/RPFPaAJGI8x0GaZn2g7fAzz/AlY/9GavEMSKp9pjSI5EVUkk1sh1+8Wdwy9/PfNDWn8PXr8U+8DAD1hAH7YFqYN5KTamhsdctjRlyWLkm1ulCucL/M75Dwejit5HLMNuQ7y7tkdd90HBqY5sMSsu5CVZxhMnu1r0eABb31o2dcg4e/Y4X/M+I8X3YQuOI3cshHOIgsHxXm+pO794Ps+2Zj23lvMmbuTn54pmNvmZBTyrCQcsJqpvdp93wp/DNl6Ede5Lt9grWtWj45UL4FW3Nro23/4tc39KHwLa4wb6k7ST+QoUKSpvAv9y4la/etRuWnikfaCIDN5kr0UmeSKqn7fNPqfXw5LszZIWLGTj8GCtyzgTdRn/IVKxukQginR3ZAVqEISeI6mjhRtM0HKMjZyM37khoH/ji3G2I6+HWt0HTDswADG8nmjnAQ1Y1CxqPtNYiyGVKD+YN/uPeCVnjPFM20DFb6MDZLLfY/sKPqCMZHBHOwjUbUzm8DbB5qryU7jaDUl0T6PUZ7Nnqhw5tAmyMgw8AMihdO5DipCWdJFLOPdGkZCqqa1ODUgjElt7x6BaKRLlnf4HRFVdjBNwM6q7RkR9uT7zxvbD/QVnb5n4um74FW26QDrm2zYrSbo4kJEt7+rJuVvUlq0mKzsVw8uzy+q5EtJahapUpLUxIKeX+Bxo/P7q7ukHNHIOjm2WC7pzr5Nhfe5msr8scbZ4lfPz7DE48iSZsEt2tB6VTjI5g9qD04MOyLZPDOgPQ0bp8t6b+MpKUn8H17/PKBaagUoZf/T/vV41KCEZHGsIt69j2q9nrGvc/CMDZ9lbK0W56k9FqQBaQKY0a2lSzp9nGohuU5obJTwzRRZY0yZaYUk0T1R7arkyvGab04a/DxH6uP+eL3GOdzunLu5l0z99Cz9qov4/42B4pb58pQM2OSFOXi/6YsogSERW0NhRdMUNjt+4oPvbeLdfK2fYIzhgtHtnCMobbZkqjukaGJKWYTxHWBFNWeepnXKY/wRMb3o0Z76GiOZ+lCL5GL+uWY2dXZbE8vkmzo8k9cj9ZHDgt8Dn9WNpbz5TmpQdGE+UN5ZE9HLZ6+cwd+zlku0FpMKY0GdUpWXVzouuCO1OyxqrAr/+aPDHuXvq2QOesR28yyh7TGQPNlFpZFbk2Zo6SzO5nm72CNQPtlRnVGFLmm+idfPhxuOe/YeNb4D33w1uu56ni4rb3SwsVKihtAmsHUuwezsKSM+QDTQSluXzGmezb7zOk11v/NyPfPfRItQYUaowRgiKVqJfv7pm+fqh+YzayE/rWMVmUr+9oQauvu70ZLUdzP7Ef1j9PsmT3fS7w+7WEUR9TWj/ZWRZ853Ww9Re1j4/shG++nKKe4mZrI8mo/B4TLQalbnIiTZJDkyUp/avPBm6/pVpL4sh3PYQQlLp1bIctZ1zPVs/oXMNWawVdLbDk9ZhyL8wWFB98RB6HvBe+8kcvYHV/ij+56gT++lUXydc0uRGNGhqLuxq89rf/Ct9+zfQHWhVvsxopjDBkd/HkoTQbV/c0dV4/pPtu3bTtsvhje2X9zoEHq3OUuwkf2QETB+ggy3jniQC867J1/Or9lwa+hm6/6ym0FpRaFfjRO6SU8s4GDrq2LRm4ZRvl75mjcPQp6N8AL/govPNmSA1At8NKTJcVz43Kz8X9+fDjXmJBS7Uu3001qimdLSg99Ags3wiLqqwzbdSU1ihooh1SKrfpm3DXf059rW3Dzz8A++7FvuiPq48bbch3Y0atXK8wMbsj/MGHAYiICpVYD72piI8pDR6QxWJ1a9NM8t1yQUpLe2TrEW14O10ix6SdJO1eQwCjI5DskMeuwcyb76FtMnGw+Wew+rls0U8iamicuKgTC41ipKuldToadc7/5I/hsxfCjR+C3b+d/oBDsgULJ13Dw11XyZ/bCEr7UlG2lJdItv7R78gHs7MYDh2UbaTKBx6jV2Q4aA/6mNLgNaURZ23MphzprBaZWUUEMLydzpvez+PWWvauewPJqN4WUzrYGUPXBAfTpiyvGW6iZVt2hOJBOVcLd3/ZIpbVM6WlrJybm2gdVxzewwF7gEf2jXHYbo0pPWNFN+lS3b5wNqbUtuGGP4Edt/DvldfRNdDGfIhUT+wpdsyesHfhqu6cufxIbE1Laj4/NP/YsS1ZbuLiwa/AD3xGk7YNv/qwbPH3/I9C11KsNZeRLpTbVpYtVKigtAmsG0ixdyRHJdIhN0VNBKXljOO61ab7LjRgSl3GMDske/U9+t2pBx2s6x3YRn/IjrjPMj/aWa2trMeWG+Djq+CJH1UfG94OAyeQKcrMbStBqeaX7+ZGpCzlhBfAqS+XWeEW+6MFwuguyXIIrcrU3vtZ+O0npFxo26/gsbrv4ZZ/gFKGT6/8FFb3GjaukqxYLNLabecazKTtBMOZInQvr5UuHngIvv0qOfGV8zC2Fzvib0zfflDqMhN7is4Gcrag8MCD2HqMvXY4mT/DqAtKS+mZJcTuBsxBX5+UeOmaILLmInjVV2D1c5s+/8pG0p7tN8vgbzrW/jcfhf88DXvvPXSao4zY8l48d3VwyZyhC0r1TKkrExvbU92AHH1Sjg1X8jq8jcrhJwAo9EqZmK4JYvWfZxOY0js5NwJP/UTKoJrFQ1+FHTdL87idt0rm5HtvkoHb5GH5mZZzsOo58vWZo3DsKRnQxTph+bnycTconU7C+5M/hK9dKxf/PXcBNj/pewcljJbqul24PXOB6gZ2pqA0fVQGzss2Qv96TAyKRNtSsPiDUjuagglHwbHjVsiP1752201SOnvpByld8sHq420wpR0xo+o+G0nKYGLrDHWl+bEqqw/YiZ62mFKARH1drZsgue/zU8fjrtuk5NwJyiMTu+gixyQp8roznwWVLOoCS/jWtPQRmXCpnwvG9sgWRl+7RibqTn05w+kigx0xT/b55HM+4V1bEMRcJdPOW6v3w0x7lAMPybGz9Gx+mXDc8Ntg7Ac6YxzNVmDwJC/pAExf5lMpe9dn7JMt1o5ogxSJYmqxlvuUAkx0niAdbFddOHNQYtvwk3djaRHeXfoAsVicZMSQplXQWp9STbC4M8bhiQKsvljeczNJeLffAp9YT98jn2HM7qBzUWttSFws7/MndYRUl1imVHbVmx6lj8B/ne0lBLWJ/RywBxnLlVtmSjeu6p2aMHWZ0slD0p28fr+w/dfwyP+Sfc4H+Fr5BR7b3Cp6kxFG8hXZWmf3HfCfZ8CBh6c/wO2xfcEfAJDra4+thrp+8iDrqz93sfwMHvlf2PzTapnBU/8nE3nP+xsvMZQpmVg2iilVmB7rBlOUKhYHx/KyrtSd8Geg5Ss5JzvSzqbDwZQm6S6yw5L2/+m7p27KDjwEfesYwwlG4z0tn78zblRdDt0+k40WnLs+JSfBn/6RNF2xKjKY61/P00fS9KeinjlEEHhMaaVclc72rILL/kIydfd/ofriez4jryOAE2RTGN0tF91OpwfW/gdki5g7PiEDUpB/s3vewqSccM98PXdllrF2IMXlJw4y0BHzXPqCoicpNx95LcVwugRddUGpmwzYdZuzGNqUVlxYfT6EoNSVej6dczaQMwWlxTQ8/gOOLH8hJgaDXa1vgF1MuReGnoZPrK9NhPhxcFOVbYPa+1HT4IxXBzK1WNXv2zi7QYHLoh94aOoBZhEe/oa8L/731VymPcbh6BqSUd1LUgSBoWlTF363pm/yYDUIPfKE3BSBNCsa3kbhgDRps331oa2gK2FMZUof/6GUJfprr6eDZcl7dvm58LLPyCTbt35P1pl9+Wr45CnwHYd5XuWw2aO75JyzuG7T4G7CR3bC118iDZBcTByUwe3kARkI7P4tRFJ8T38pf7D8Z231zK2R77pz6+475HzQaO5xkyPLN4Ie4bCxnDGtL1ALlKmoHlvWE1W3Sas8VbXx0Fdk4HHFhyloHYy5Usk2W8J4NZ2dS6V6Zesvpp97D0nVwnif/Nz1ZB89ySiZFmtKgarpFkBqkdzsDe+AX/+tHI+TPuby8e/Le2HjW0CP0jW+hZgoM2knKRrOOhlwI+710HaRHZJj+z9Pl4kIF499T5qTuUHbyS9hKFNkoCPKqUu70DVB95kvgYENwT4AfPJdgHPeBL1r4PCj8ntoJOM9+JB0b4918Eh5DX+39PNw+isDn9fFYEeMoUwRFrtMnzMuR3dJ1r5+r3D0SVnyoBkkRmV5kdErA7JitKeldSqiy3M+ctL74R03y/3B5CE5937lhVM/h333wsGHOLrxzznEAImIzur+JNGYExS1YHQEsLQnweHxAlz5NzLB8fMPTH8/3P95wCaeO8JmazUDncFraf3oTvkCukSvb29gS6XMztuqZQ53fUquG7f+I9z5H8TzRzlgS+XIw9aJmJ3LoXd1oPNvXNXbwB3fSRinj8Cv/hK+cHltX+NHvw3Jfnad+h4Alna39xn0JqOMZ8tyXTjwgEzUPf796Q84+DDEuuFFH+f12r8TX9peXS80CEo3/1QmVB/5X3lfgry2kZ1ww/tl25eNVfZ062G5pxrsbH+/tBChgtImsNZhR3YNZ2DJmVK+ef8X4T9OlHrw/Fh1ArAssG2sfJhB6TRfUylTXeSe+omUzjz1EzkJHngQVlzA4/Z6+XwbjG1H3CfTWu70Tdp7j5xcxvbIv/nAQ3Kxu+KvpCTt5x9wniszGl/FTU8d4dXnrWjp/JoQktmwfEFp90oppz75JVLCW5iQC8/tH5cmCzf/Xe1ikBuVG+dHvg1P/VRuXvfdLyWBY3vlZma6ujTblgts33p53tGd8LP3yg1MpSh7JYKULG39uXQGvvUfwSxgn/5Kdg1nWTuQ4u2XrOWOD13RstGQGxAtWbSIkWwRu2u5XHh/+SG4+e/ldw/yu3Emv/SSi6tv0AITMQVOIPb4hLMAusxEKTt18X38+1Cc5HO557G0O84lG1qXS7ow/DVkelQmByolyVpPHpYMXCkrs7IjOyFzhPJpr2LSTlDUO9oyUQBYPeDLRrtyQ7emdP99Mrj69d84Y2a3/E7yo/Cij1NOLeZ/zJdSfuEnuPf/XUVPC+56utaAKfVaQdjV2uejT0k31J7VsOFqGN6Bvf9+dllL6Olp3YkbHPmu7RvDhQm56IIMSu75DDzmbASyw9UNoTs+dt8uGbML3gUrzpP3VDkHL/8cnP9OmWx63f/CS/4T1l8lW7+4iZ96iVvXcvn/lhtgz51w8z/I63n8BzIQcxtq7bhVbspWX8yRrEVvZ3sJmpTfdMud4+//PPzmnyRjdXCTTAyAlI0efNhhp2RA9gsuZXPPZW1dg58pLWi+YCqShE3fkPNZblQmbrbfDBuvAz1C0ax4G9B2jY48prRjkaxHnjwgN/y//ls49KhcG7LDzpok16otK18nL7Oz33PQPbD0BbDmksDXUOMM37NSynd/+cFqUPH0L+COf5e11U/fCKe/SrZT6d/A4kmZwJkkyePx8+HM10My2L0R0bUquwZSrvfUTyQj++j/ykTF1l9KFc3ay+CM18IpL4WupQxnSgx0xDh9eTeP/f0L2LCotfk57pcwb3h+NXF+6z/Cp8+R8+LkYcmc2bYciyuk0mAsVyLdc2pb42CgI0q6YFIedJJdq501Z/PPpFrohvfLOXnbTfJecJN366/y3qNnqdynPLLxX+CSDwS+BpcpzWqdMpjqWi4d85/4oZyXN/9UfheuQ/m9n4VEH4fX/h4AiajOx37vDC47xZlPWg1Ku+McnsjL+vyr/0HOSY99DzJDsi2Kbcvk+shOOSdd9Mcc7DmPX1nnM9DRZhDiZ3eTfbUlDZu+Cd96hdwnTB6Gh78GZ71RjsVbP4pGhYO2rLHfYq8m/e5HZXlEAAx2xqpO0PUS7PRhqVQZ3SmT9U/9BLb9Wt6TZ7yWg2lJ8CxtmymNki6aWO66oBmw7UY59/zig3I+LGWrCbyDD8Hyc5goWNyXW9a2yRGAXr/H2O+Mubs/XS2p23cv/Ojtcpy95hs14+0rd+2iOxHh+ae20bpvAePZae8UEGsH5AZm93CWK9zs+s1/Kzej3361lEYUJ2W2ODsEQuNvKs6GoQ2G0oVRb+bgh+s0d89/VyW1/Rsgc5Ty8gt46GGTyyOPyMxZi+iMRaqbj2Ub5WLym4/KzM/oTvk3VkpS2nvRe2DwRPjh2+RnA/zwUB+aELzt4jUtnV8TPqbUrefscaQul/2FDAQf+KK8rlJaZmzv+bR8fvBkOQHuuq25Pm5aRGbso50yYxvrkJNYOQf962Xg+cQP5Wvf8H342XtkYLb8XLnY/+y9csI78gR0r2S45yzShd+wbjCFrgmS0TZuOWcTqiW6KVds8sklJCtFeMDHFJ/xGnl9N/899KxiaOACvKUlIAsw0zU8Nh7DHlyBuPUjcvM/vq8a9JZz8nVWhfzAGXzrwCB/de0ar+6nHUT8Wchkf7Vm5dAm+Mrz5fi4/ePyO3Ocecd6z2S7tY6zYhO0m3tcM+gPSrtqe6E98GVZP7LzN450yzG66FkNF/whmxa9lo9/8T6+3dvTsjRH1pSKKkkmNLnQaUZ1fKcGZVBqleG574doEh7/PsnMUW6zruaMNjc/XfHIVJdFlw2557/lPQKSNRzZLjcoRky2dnEvPDkAp/2eZAqv+ntp0nTOm4A3AWDbNo/sH+ccTUd0LJbzXCQJa2W9zV3bhzF0jctOHCCWWlR1Hj76BPzPpfL9QEqzM0fhrk/K+/SyDzL8dKntDaCuiWqrLrcez91wXP+nckNsmfK7H98H2FiLTuWpYyYnLK7wr9lref+FJ/K8di7Cl9zKE8dLO1751/Drv5Zy0bE9znUJyRACxbLFAXuQM9jTntFRLMJRd11IDcCJL5Lj8QdvqTKGHYslWxHvluvkwIlsjm/kIiDeNeD1Ftx55edYcWJw46mEnyntXiHn4F23wTWfgPv/B27/1+p4BDhTBsT0b2DFsRsAGI0s5ljqJHjl7wc+v64JTFE3px+QZk7c93kofLxabnPF/4OzXu+9bDhT5MzlMqHRSlmLi5q62sWnwdKzZUB4/xdlcPy1F8mkuVWRCeP8mCd/H8+V6Um2JxN076Xx7pMZBBl8H9tcdWPedZtM1I7ukgmmSkmOi7WXwfabKNk6K1athce2kF3+XGihrtB1EC9XnHuwe7kc926N881/J9cK25JlOGO74dIPkrXl+IlHNBnYuk7GLch3AZb1JLh581Fs20ZsfJssrbrp/0mWsDDhBMtH5dwgdLjovXy1/CZ+NLKPj7YxBuQ1++bkZL/XBg2QQSnIe2Lbr+RYuPxDTtB2E1RKDGmLwCExk7HWgvLOZAwyYCd6EWmfZLgwXl0rf/HB2nrfs9/A4V3yta6UvVX0puRYzvWeQkdqEVz0XklSfPd1ck7a+gt5HeWsXCezQ3DpByXhRHWv3w48pjTWLfcD7tpYSsv95cCJ8NDX5XMv/1wNI717OMuvNx/lPVesb2+vuIDx7PyrA2KgI0pn3JBmR+c4QalZgOf8kZQfrLxAtic4+qTUstsW19+3g87+5Vy77Oy2z+9KFm09iqiUAVsu8u5NPniK3LT1b5CL7s7fwDlvZviE1/CNSifPOf85XNLRutNkZ9zHCiR64XXfgu++XsqTXvBPcvMdScm+gbFOOPUVsOICOPgQuRf9J5/+ZZKXnrWk5SyYrlGtKR3fJ4MBdyO47Gy5Gbr3s1Xnxzf9UJrPuIFp9yq48D3yulL9MmApZuQkUczI4KWUlXLTUqb6WDEtH493S3nTGa+pMuInvFA2Mj/pWlmrdf4fSNlYYQLOfrPMwJ39JrYfk3Vm6wbDYymNpNzITEQWS+GbK0nbcYssln/yx5Kde+E/MyLk924LHdFGNtx/DaaeoGjp7HvVL1i95Uty0j3nLXLTLzQpW7ItsC2+M3Y20SM6r7+gvXoZFzU1pYk+udEYPEWOi8lD8IKPyQCle7ncAFRKHEqdxr+Yb+Cj5y3hnDbPv7YRUwryO8iNyLG27nLJUj7vb2SGfMNVoGmyDhjaCogSUZ2CpVU1Lh2L5Wew+PSqNOjUl8ODX5Y/n/V6z2xKs8r8unIeV3a01/+sO9kgKAU5/4zskIvuKS+T38MVf+WoGEoye29bckO09rIqO3PmVJOoe3eN8MYv3c8P/vAiLugYlPPbiS+EaIp/+ckTfOd+qZj45GvP4pXdy2Xg0bdOsoMT++H5H5Fy0fPeDpuvhwe/BItOJXvSq8iXb2EgDGmUGxT6E48nvkhu+lY/V37vBx6W30E5x825k3n3Z+/iK289D9uWZSGhnB9IWzEWg0wAXPRe+Vnf9i9y3jNicpw4ibyiKYNSoD2jI7+CJjUoA9NVF8lA4MzXy++8MA7nv0MmCSJJOOka9j3WyV/wfj5x3ttYNxpH1wTrWtwM1jCl3Svl/2svl4z7xH65Biw5A9ZdIecptxZ56ZloW67n26m3ku69klVdrW2G4xGNsuV8Bp3LZEsH7GqSsneNvJZ990lWysHhiTzDmSLLe9tjhgASTlBqa4ZU4biJ83JWfv/3fwHOfK0MxkZ3yvvz9FdRMi0yRdNLDLSKfmc+O5I6lcENV8t7f9tNMlE4eIrcK00eknuFQ4/I9fv0V3o12Iftfi5YN4AmYEWLn4eb8CyZTlDqMmW2Basvgb13ye/kpGskW7rxLXDhH1HYJvdQniO+0V5QuqQrTtG0GMuV6UtF4aWfkpLVRafAWW+QrG2f41TcvwG6ljGcOcpAZwg9Kf3XnPAx/kZcfgerL5H3QDEN1/2f1+vcPv+diPs+x+I1p8B2KYVuxWsAoDMZhwyYsW4iaaeetGu5w9rasPw8uTdac6ncN+dGYcmZHHlkK1FDoz/V3ufgqo8On/YuTrjsvTIBc8vfy+DzeX8ry3zWP0/+7eN75bx4/jvZvlUGpW3PyYDhMqW9q+GILJmhb51Myiw/V/6777Nyvjijdu376l27iWgab71oTdvXsVChgtImIIRcNHcNZeVi371KBjRX/710gmxQl/ORO3/F61au4to2anZceOyQFpGbfrMgB7lTo8NVfyclrC/4JxmkXf4hAMYOTTJJivT64A6bftTItBI9kkF8y/XT10MJAW/4LqQP882nk2RLW3nnpWtbPr+u+YyOxvdXNx8uLv8QfOl5sn6lbz10LYUXf1LKiPrWyzqutmq3fFh6lgzAX/gx+fvGt0oJ6QnPhyd/BLvvlOMiNQhCsOk30ujg7BU97Z/b+RtiTpuhY8YylgI890/lv6v/Qb5uxfly4TnztYw8doiyraNFU+ihfAYCy2FcD5Y6WO1+DtPg7q8/yPrBQijOu0BtCwhXarf2UhkE6BE4+cVwca1ZyPDmozxpr0M7oXlDo+mwvM+XXPBL4k95mZREXfhuGRTY9pQxN5x2g9LWF97Tl3VzryvfFbpkHNOH5bh02dHTXimD0mUbZR20w+AVjG4eKpzobSJbRY3RUbSj2iv28g9LyeBLPw2rL4Kr/rblczx9RNbVPH00zQUdjozptN9jJFPkxw8f4KVnLePnjx9i32hOMmSHHpHyz/PeIcf+Wt+cVynJoPT5H2E4J9nktqVy4LDUyPnQZapf9t/ye1h14RTTnJ9862Fs+wg/fEgmttrPylfH12TFub86Fslxd/Yb5b8GKJQrHHTlu+0YHfm9BlJOj8hzf1+uT9d+YlpzveG7N7Gl80roWsZ5XbDpb5/fsnKgI+67lzZcJRPDL/+sZI3OfJ3chL7003IN8OOi9/GuTasod6/li286t4ZkCoJVfUkyR5yDF53sBKVItvrAQzL4GjgBLn5fzXFfv3sPAvi9c5a3dmIf4vE4Hyz/IR945ztYDpIpBRg4CV74z3J/0MDAaXxSlh30ts2Uyu/gWNGAN/9YPti3VgalJ75ABuVmaWq9rGPKdlQb5IKlXTzydy9oeRy48l2PKe3yfa4v/ZSU0Z76iiny7EJZGlJ5Qam7X2tRvrvMYfoOjedlULr4NPjTR+X9YUSlkqwOw5liOPNRjXy3v/rz8vNkUH7W62VQrhk1bsvHLvhL/vyObp5/yhlEd2/xugS0Ale5UDC68L7JwZOrUuLf+4J0XH/Ou2u+i0MTBZZ2x9vqoQ7VsTyaK8OSLjnu110hP//LPij/NcCmfY/Tk4ywpr/9oFR39yjdK+VaYFekbH/rz6U6qGupDEovfHdNUnAsW+KHD+/nZWcvY1GLSbLjASoobRJrB1I8uMdxeb3q7+TkNY1Tn1mxyJYqoblnueyQLXSEZkwNStde2rC/4HhOyoZaqV3zozNuMOEGpS4rMNvkkRqgFOvj61+9jYvX93PastZrazXh9Ga0Haa0p451W36urKXZcXO1LknTZHY4JDx5cIKTl3RinPYKyYZEnElj5fnwx06fxRf8k5x8OxZ5x23aN86GRR10t7nwAx5TmuiUUux9kbWc9fu/khlHP17/HcqWzfYjWSYLFYbpZlE0pKJ5IRCOTPfQxOz9OXcNZdr67usRqWFKe+T/yzbCaa+Y9hiPoQyBHatpSeNnSp/zbinvPu/t8vcG98dwpoSuibaYiY2re7nTvRejqWo9Y9cyWVNXLsg6zb51cOEfyef61oEWYVvPc9Hzkbabcte0hOleWS0hOPGFDVnPVrBrKOv8n4G+9djxHu7XNvLTm56maFr86VUbuG/XiDQVcZNUqy6SSbl6bLgaPvAUdK9geK/chLaTGPDgBKVjReiJphDdK+W977v/Xdi2zcP75PpxyxZZZtF2UOrMByY6k2VnvLkB/DTYPZzlWLoQClMa0TVst5+jW3925mtmHQNDdZvwdtbJmnZlS8+Gt/ys+vuS0+HPt9S8/vED45yxvBsRibO1tIhzEhESbWzC1w10kD7gfPb9J8i6ZWx5D264quExmaLJdx7YxzVnLGVlX/slFamozo8ql/POxFLnAUc5s+FqOQ812KfsH82xdyQHtL8/cL9Ld54FJCsLkpWqX69d9KzGQjBiyPulnXFgOAaKW46k2XEszYZuJyhNLZKM5DRO24Wy1Kt6bdrcJE0LfUqhWhN5eKLA6Y402zNjmwbD6RKr+kMorXGC0qJtoEeScnOvx+QeZf99MiBtUCe6a6zCXdYZvHuwg7X9Ka9TQiuIOaZbWa0Lb3VcdIrjDL1KJiau/Kspxx0ez7dtcgR4a+tYrlx98Lqfznrcpn1jnLOyB60FI856eDWl8W6pLMwNy5K2Kx0puVmCa/8dznkzINeGe3eOcMPjhymUrbYInOMByuioSawb7ODgeF5OYme+ZsZN8GRB3tRdiXBi/pgzYVpCr24i3Em/Z9W0/d3cG9PV2bd8fkOvbkID9DN7YPcoRyYLLdeS+s+fr2iS8ZjYLzff9bjiw3KTtuHqts7VCAfH87z0M3fxw4cd6W5kmslz0Sk157dtm037xji3BZfVhnA2oakumWEczhQlI1Wf1U0N8MPNeV7y33ey41iGo3YPIgTnXfca9Lh8ryMT+RlfWjIt9o/lQ6nTcDGlphSmsiB1cDdL7UqDgJpgs+I3jupbJ9mQGVpKDGeK9KWibS18fako3R3OOSKJKhvVsUjKFk+4WkrQ/uSRalLGiMGbfsgPe97BYGes7Wx0jfuuu+HqXNpW26l67B7OVv+/5AM8/apbeP3XH+d7D+7n6lMWsWFRJ8u64xyayEuJJEh2cjo41zmUlom60JhS4DfbxxhbfLG3yWiEA2N5hhymvFyxWdIVJ9VuDZnzPVaEwXjR+T4aBMQuJgtlXvaZu/joz7ew1V4pW5l0tWY+50GPznreegxnZCuUMNCR8M3Fs7RzeXjvKC/7zN3cskXWmE4Wym0njtcOpMhXfIF5hxMEzWBw+P0H95MumPzBpevaOrcLN6jOFn2upi/7bynjb4CSafHq/7mHd/+vNJ7qa3NedF1ChzOl6oMnXStNCF337EaIxPlp15u5M/Wits4PUs020BHjF48f5i1feUB+/rEumbCdYb7bNZRFCJl4B9qW77ry470jM7SH8sGybA6N51kcgjO9G0gXiJJzamVJ9ksV1Tt+Pa1xkTvXrh1McdbK7rYk5a6U3Os5C5IphapJZh1yJZOnj6ZZFUKCptcZyy4hA8jvf4YxMJEvs+1opiU3/EZwmVIr1lllg/t9SREjKlvQOPPVHduHeeOX7+e7D+zjipMGOXlJeOvoQoRiSpuE3+zolKUzD5rJvAwGw2JKe1LyRi/ZGoabyetYLGt0/I3Y6zDm3Jh9bWZCASwh60q1WPOs145jUoJ39qqets69qi/JeAkwTGko1SjzuuI8+MDm9prRT4NtR9LYtgyy3xCgNnLXcJbxXLmlfpQN4UxiqZ5F6Fq6NjNdh61HJrFseGjvGGewirP7QrrVUwNoRoy+VHRWpnT/WI6KZYdSp+EiEvH9HWsvkw63/Y2z4C6GMyU640ZVotUmbKEhbIt9WYO1UJVmzYKwZFor+rrgMNiRJMLd/HYsljK16bD+Sh6/8S7WDrQ/J3XFI1i2JtWjLiPRRs/PRqgJSiNxNqfl2P/yW87juY6L89LuBDuGMnD2m+TGp2/2Tb57zywKgTV3g/uyrfOLkz/OdReumfa1mxyW9HknL+I3W4+Fk6hxgmJbGAy5t+IMTOn3H5DBULpgAot48o0Pc+aq6a+5GWi6ASayXKFJDKeL9G8IIUEEdDpMqY1AGDMzLffvliz5/btGuOrkRUzmy22XFawbTFH0q4jWXl69JxrArFh89a7dnL+ml7NX9rR1bhduciNfqszySonrHzvE0cnq2tGu0VE8otMRM7ykCyDdfV//7VmP/WrkdaElKH71/kv5/O07+cpdu0kXynS+/DMyQTANskWT7z6wjxeeuoROdxy4SZYWg9L+jhjLexI8sn+8qdfvHMqQLpqcGUZ5j1YNSi0rKo3Pkv2SrXNrqRtg11CGeERjaVecj7z8dKw22ulFHXOeCTNarWXtWwsrL5QlLg3wo4cPkC6YvOa8BmRDQLjy3RqmdBY84szNYe3TXGNSM9JJ1E2c96+f9vVfumMXi7tifPVt54fi/rvQoZjSJuFurN3N0kyYLMgbIqw6OteFq2iJas1DrFPWrp37tobHPHVogpFMOPJdkBvxnEjxxKF008fsHs7SETPaXnTWDqYo275For6m1EXX0vBqR33Y5XznD+8dC3Sc+/qNq3vCuZDl58Hrvo225rn0p6KyV+k0cMfp1iNpPhl9N7z+O+Fcw0v/C171ZZZ0xTk8PjNT6kowQ2VKfTWlY6uvgbdez3QFYWbFYvOhSYZCZGYALxh4+IizCZxhE+rHUKYUimx0hWO2VNYS1brWBsHISKbIIec7sm3ba03ULmrku/EeGZR7PQqbg1mxeOrQRMPn8qUKB8fzxCMa+0dzFM0Ku4ez6JrgshMHPWZoaY8cg3Y0Jc2lZsH2o2ke2jOKEO2zQ0CNfHbXLOvCpr1jpKI6rz9fzl3hJGqcuU6PkC67rVkaB6XlisXX7t5d85iRaq81EDhBKbAtE8eeZTN7LF1g/2iOyYIZDlMNdDhBaVmLs39s5vlokzMfb9o3RjakBvXrBjqk3wFIFdGrvlSt7W+AXz11hIPjed4ZEksKVenpwfEc+0dzM77Wtm2+fOcuNizq8Dbw7RodgZTDD2eKbD40ienWdU6DsWyJg868NJYth3J+eQ0xzl8jx/Tu4axkiuv7Gvvww4f2M1kw+YPLfHJJjyltPYG5cXWvN9Zmw6YwAyInkM7bMdJujXmqf4YDJHYPZ1nTn0LTBPGI3pbrq3CuYbysVZULiV54x02yJ3gdKpbNV+7azVkrezgvhM8gEdGJGlotUzoDnjgwwfWPHUITcFZISSLX6KhkdEp2unvltL13Nx+a5K4dw7zt4rWctqy7rVKC4wUqKG0SbgF0M0HphMOUdoXElLqbn4IpqpNmrFO6e550zZSX7xrK8OJP38WX79xFKqp7JgDtXYLBSCXJKz53NyMzMHQ11zGcZd1gqm254LqBVNVoCaavUZkj7BqSRi77RnO12eBZcNvWY/QmI+FlvzQNTnkJaBoDHbEZmVI3IKxYNslksq0+dDWIdUK8m2U9cQ7PwpTudmzWw8z+RR2m1LIFf3P9lhlf+3+PHOTaT9/JPTuGQ9sEAwhHJrUn44zJruaC0uF0OMHxmkHJjqatSFUm2EA++Zc/foK3fU3WO49kS6QLZijBUJc/KI0k4e2/kvL5APjCHbt48afv4rEGjMIeR/p2yYYBLFvWv+0ayrKyN1Ezly3rTpAtVUg3UQNlVixe+fl7+Omjh1jWnZi+93MAuK7oqWTCu9+mw8P7xjhrZQ8XrO0jEdE5Y3nzipNp4awLQo/IPs4wrYz2l08c5tBEgYvWVTepsUj7n4EblL76Wzv4zdZjM772T7/7KC//rKyrCut+dKXsk5UIf/DNh6Z9nSylGAfgyYOT3jzebonN8t4EFbclzCzt32zb5kt37mZNf5KrTwmvB6HLlP7NT5/kuq/cP+Nrnzw4ydYjad5xyVredvFaUlE9lATNQEeMe3aOcO2n7+Qnjxyc8bV/87MneeOX7sOsWAxnivSHUd/toFnyoGLZfPXuPWxc1cO5q33JmbWXS7MutySgBWxc1cPhiYKXEJwJD+8doycZadl9ugZOQFggyqTp7D2Tswel7j4tFDhr41hRq7agm+G+uHnzUfaO5HjXpeva3ieCVK8s6Yqz5cjs5MlIpsgrPnc3/7fpIGeu6Gm/nMJBLCo/+wxJ2QbqFZ+f9rVfvmsXyajOG0PqTnA8QAWlTSIVM1jSFWenE6DMhMm83CSFJd91Nx9FS6MsfEzpNHhwj5QppYtmKCwpwJLeDjp7B6lY1cV9NuwaCoeZWTuQqmaj4XcelO4eznrZaDezORv2j+a46akjvO78VaEUz9djoHP6oLRQrshaOwehjUMflnYnZg1Kdw1l6U9FwzF5cuAypWUM7t89NiM7c/8ueR+M5crhWO67cO7HHHFshDQZmgW2bUv5bgiy0SW9MsgfLxuw+FRpLd9RK1u3LJv7d4+w7WiG0WwpVNY6HtGxhRuUJqQ0KUA9aaFc4Wt37wHgS3fumvK8u6G8ytm47xzKNmR5lzjGGIfHZzfc2nokTbpg8uFrTuZnf9y+CzNArxNYdaWSM26CcyWTLYfTnLu6l55klLv+8spQpGquKkQ3IpRcr8sGTKlkx3azbjDF2y+pskKxEJKVuhGhZOtMkvTksY1QMi0e3jfGaNat6Q3nfow7G0A9lmLrkTQT08j29ozkGM2WuOKkQUoVi3t2jgDtz426JojGHNnwLH4LD+0d47H947zjkrXoIa4JrltquWKzZyTH0cnp74eHHKOvy08c5H3P28Dtf3FlKGUNAx0x77udaRzYts39u0bYO5Lj9qeHKJoWZ4QhXXWwuj+JEHLOmAm/fuoI+0ZzU+t6u5fLMog2uia4rGcze4VN+8bZuKo3lIDML98dLzv7pVmC0nLFYt9oLsTEuTzvSNFnsDXDffHlO3exojfBC08LL0nzyo3LuWPbkFc+Nh0e3jtGxbL5j9ecxTd+/4IZXxsES3rlOrUrrUum3u8E78PRyQI3PHaI1563MtQ90kKHCkoDYN1gKiBTGlbJrmNogcaQG2vMEJRu2juOu+aFIlMDdD1Cd98AhiYaTrbDmSK3PX2Mh51Fzw2MwtgEp2IGCbcfXSTZVPYvTOwaynLVKYuI6NW/ffvRNCXTwrJsthyenHLMV+7ajSZE2yZP00HKpaoSlUK5wo5jMmGyZySLbVc3ne26rTbCku44E/kyudL0LFVYclE/oo77bgmD4UyRAzNI9h7ZN+bdB2EypZ4LcjzOjxa9T2bWp8G+kRy3PX2Mm546StG0QtmMa86G6VjRoHjSy9hx3QNgRDmWLnAsLTekO4cyTu2g/BxCZ61dd8pZzGUa4fpHDzGcKXLe6l5ufPIIv3j8MLc9fcz7d/vTknG78iTJ+u0cyrBnODul16/XfmEaw62dQxnPXdOtG3rxGUtDGwua8xl0JhMcGJMy40Z4bP8EFcv2jDT6O2LhBCXOONQjUSqaHBP7y53e3+zi/t2jPHFwgndcspb1Pkak1V6EfmzuvYpPma9CE2JGyeLmw5OUTKt6P4bRJxa8cRhLyLGxaf8Yu4YyU+or3Wt75yUyCHHHWBglNsm4E5ROwwiVTIs7tw/x6Vu305uM8OpzQ0hI+M/vBKXuZzvT97Bp3zhLu+Ms60mgacIzKWoXbtJPEzMHY/tH89665SakQvNcQI7pFb2JWfdpX7pzF6v6krzgtPA9KE5Z2kU8os1Y7jOeK/Hrp46w41iGjW16bnhw7oWyiDE6Q1BaKFe4Y9sQd24fYtdQloplh7dOO4HxaFFQ1uLYWqTKmNbhkX1jPLR3jLc/d20oyhUX1124mpih8ZW7ds/4uk37xonoghefuTTUoHCgU/69m+tyM3uGs2R9qp6v37OHimXzDl+iUGEOg1IhxIuEEE8LIXYIIYJpu56hWDvQXFDq1pSGzZTamsG+CTmoc2L6zeDD+8a4/MRBTl3axcq+9ptzA3DhH6Ff8C5OW97dcLL9o/99mN//2oO86vP3ctf2YfaO5JwG8eFsgns6nEmze+Wc1I1Oh2zR5MhkgVOWdnHmih5u23qMHccyvPBTd/Cft2zjG/fu4Zr/upP7d414x0zkyvzgof287KxlHpsTNpb3JDg6WfDY0k/c9DQv+tQd7BvJsXuoKn+EuWFKq/3YGmfls0WTLYcmOWFxuIX7XUm5idIjchM03cI/mi2xazjLWy9eQyKih9J/zINzPy7r7+RTk1dKtrIBCuUKr/z8Pfz+1x70nC7DcBh0s9HDBY2P3LCZF37qTnYNZXjzl+/nTV+6H8uyaz6Xh/eOsWs4S1TX2nJWrL0GNygN9vfYts2X79rFKUu7+PQbzkHXBO/9ziZ+/2sPev9+8NAB1vQnWdIdZ0lXnF8+cZh8uTJl4+S1X2gwBg9P5LnmU3fyT7/YDMjPYLAz5rljhgJnHHSlkli2TEA0grtJPyeszWf1ApzLMLA6llIiwqu+e4B/+9XTNa/68p276EtFedXGFazsS3rtM+IhyHcLyy/ku7HX8LrzV/L4wQlKZuN6Qnc8/tEV69E1Ed73oLlBaQpNwK+eOMKL/utOPvLzzTUvu+3pY3QnIly8vp/V/Unu3D4MhFNi05mS98BQpfFc/4Xf7uS6rzzAnduHue6iNaHXjSWjBp1xg99/7lqixszB0Ka9Y6G5jPqxpj9FIqLz1ovXsGsoy1i2cU3fw/uqO/X7d4+yuCvGspDXyHUDHV4SruE17B1j075x3v7cNaEy1i4iusbZK3u4/ekhLKuxkueDP3yMd31LrgkXrgspya5pIDQqRoLhojPGGgSln7plO2/56gNc95UH+NCPHwekb0c41+BIiO0IW0ZMxqwk5jSfwZfv3E1n3OC154ebpOnviPHKjSv48aaDM5Y4bdo7xmnLukMzQHShOXPSo0PVuXAkU+Sa/7qTv/3pk4DcH337vr286PQlobSFOp4wJ0GpkEVXnwWuAU4F3iCEmN4mdoFg7UCK8VzZk6lMh4l8GUMT1d5X7cIJwlYPdLFuiax/uGFrY2nCRK7MjmMZzl3dy/f+8EL+7dVnhXMN57wJTnkJ567q5fED49Um1chN14N7xnjPFesZ7IzxxTt3eXWYodRKAL1dzvs0agczh3Dr29YOpHj9+SvZdjTD+777CJYN/3vfXr58p8zG+WWI33lgH7lSJVQzi3q84pzlmJbNt+7dy0S+zPce2Idp2Xz17t2e6crzTpFMU2i1zT5U+7E1Zql+8NB+0sVwHPX8GOiUG5hEPEEqqk+blXeZsRedtoQ7PnQl1120OryLcIyVVvR3cXA8P61c7qePyEXx3151Jj95z8X84k8u4QWnhpCZd5jSrB3j2/fvo2LZvPc7j7DtaIbtxzLcvu0Ym/bJWqUzlnezad8Yu4ayrO5PhrYJE1prTOlvtw2x7WiGP7h0Lct6Etz6Z5fzk/dcPOXfD94tW0m85rwVPHlQKhHq55JFnTE00bg10dfv3kOpYvHDhw4wkimyad8454Ylk3PhBKVuXeN0Zkeb9o6xfjAVWilF/fnRIhxdcgUXFT7NMauL7z24z5Ox7hzKcMuWY7z5wtXEIzoRXfMSI2EwpX/8vA3c+udXcNkJg5TM6c2rNu0bY3lPgg++4CTu+ssrWdQZUiDibIL1WIpTlnbx/Yf2UzItfrzpgFc3enA8z41PHuF1569E0wSvP38VRSd4DiNht26JDPL+99GpiplCucI37t3Dczf0c/0fP5f3PW96N9hWoWuCW//scv7q2lM407nfG+HIRIGD43k2hshMunjrxWu440NX8kKHeXxkf+Nr2LR3nFRU99jBc1eHfE/ikAdD2WlLO7585y664kboa5Mfb7hgFbuHs9z29NQ66x3H0tyy5Rhvu3gNN73/Ms5b077hmAfNACPOUMGZG+qC0kzR5Nv37+XqUxZx6QkDXk1/WPs0z/+EKOPlCGNWkhufPDLlZftHc9z45GHe+JxVdIRUy+nHOy5ZS8m0+Na9exs+XzItHjswHipL78GZkzaPVlWT37pvL/lyhesfO8ThibxnsjWXe8SFirlqCXMBsMO27V0AQojvAS8HNs941DMc6x3W74bHDs1YGL79aJquRCS8yda50SORCIs6u+AYfOXBEZatHJry0s2H5MK4cXVvaO6/fmxc3cNX797NDx864LGwX7lLZrzec+UGklGdf//1NuKOdDQsWUh/l/zs91kD7N0+9e+eKzy4Ry6uawdSrBtM8W83Pc2Ww5Ocs6qHR/aNky6YnLOqh1u2HOOGxw7RnYjw9Xt289wN/Zy6bO76Ta0f7ODqUxbxrfv2Mlkoky1VOGdVDz94aD8bV/WypCvO6cukmcpcjINlTlB6l8M41OOrd+9m46qe8LPyPnOXs1b2cM/OEe5sMB5+8cRhDE1w5oqe8B3tnGtY7RgO/eDB/Q3bHn35rt2csrSL15y3ItyNlxMQ5pGssTsWl3TFEQI+e9tOhjNFNq7qZVVfku8/uJ+BziinhNj/zA1KnxoqMxrgfvzcbTtZ3BXjJWfKOtyVfckZM8XXXbSaL/x2F6WKNUV1Yegai7viPHZgomYMVCyb7zywj7NX9vDo/nE+9sst7BvN8eYLQ65Fd77SXmdu+u22IU9K6cemfWOhGttUz++67xqsXdTJr7d0e2PhP2/ZxlWnLOL7D+4nami8xZeUWTeYYvdIloje/piMGToxQ/cCnZ89eohMA+Oph/aMcv6aPoQQXkIrFHi1zUk2rurlqUOTnLWyh8f2y8/gmtOX8JNHDiLAK6V44wWr+O/fbCdXqoQyN/asOYedW07hmw8cYuO6xfjzPg/uHmU4U+LTV2wIp+3HNFjUJYP8c1f38rW79/DbbUPU558ecbwgQpOL+hDRNQY7Y3TEDHRN8PPHDxNpIMm8d9cIZ6/q4fTl3V49ZdhYN5giW6rwyyeOTCmhyhRMbnrqCH94+frQjG0a4dozlvLxG7fy2dt2TDGa/N4D+4kZGu973gb6wywrARA6Iprgoewg2e4T2FxaTcE3N965fZh0weSPn3cC+VKFO7cP05eKhpcwcwKyoh3hPuNclhhZfnDHzilth/5v08E5LW/asKiDq06W+yOZ+Kh9fv9onqJpzcn448QXsvfsP2f3fUv4/oP7OHlJF9+6dy9nrujmyYMTfPLX27h/9yjnru6dm/MvcMzVXbkc2O/7/QDwHP8LhBDvAt4FsGrVwnCeOnFJJ0LA31//1KyvPXWWXqbB4NxRmgFGFBuNbWMVrvvKAw1fHY9onDVHC+D5a/rQNcFf/eSJmsf/6Ir1dMQM3vSc1Xz+9p38evNRVvUlQ5v4l/XJGtrvPg2f39z4754rxCMaawdSxAydd1yylk/c9DSfePWZ/PVPnmQoU+QL153LZf92G+/77iPeMaEx1DPgXZet57VfuJev3b2HSzYM8NcvPoVrP30nd+0Y5oqTBlk3KCVVoUoWHSzujpGI6Hzhjl184Y6pZjUAf33tHIgj3E2oHuHCdf188uZt094H567unRuLdecalvd30hEz+I+bt0370k+97uzQmQCc+sGOji6eO9DP37/0NK75rzt5xyVrEQL+6RfSlfhNz1nFqr4UX79nD/tH87zynBWhXYLuuK5+7OY93GMFux//3zUnN+0IvqgzzqvOXcGvnzrSsMH82oEUv902xG+3TQ2M//Flp/HpW7fzf5ukG2hoMjkXzjiIR6Us+Dv37+M79+9r+NLQzw3VoFSLcNqybnRN8LFXnMG/3LiFr9+zh6/fsweQrI2/jvb05d08cXAi1HG5uCvO2oFUzXnrMSefgY+xv3h9P/97/17+/qWn8j+376z5Pn7vnOUs65HzYHcywpues4rvPbifjjDq7c9+A6M9L2Tsf+7lrV+dei+csbybi9b/bnwQLlzXzxfu2NXwOgA6YwanLQvB+XkaJKI6Z6/s4f82HfTuu3q8/KxlnLmyhy/8dtecjAm3j/x7v7Op4fNRQ5uzYMhFRNd4xyVr+adfbGm4Pr3pOavCD0gBNINoPMUTQ3FOm/hH+MERoJapvGBtH2ev7MG2bc5e2RMuU+ncjxU9Ruy5b0PvjPLkT55s+Bm8cuPycBNUdXjXZet43Rfv4y3T3Au6JjhvzRwEhakBBq75K2IP38w//3Kr9/Bn3riR7zywjx8+fACAv37xKeGf+ziAmK23WEtvKsRrgBfatv1O5/frgAts235fo9efd9559kMPTW/n/kzCjmNpxptozLu6PxWaiQA3fhju/7xsQNyzCnv7TTx13RNTDC1cLOqMs6p/7nTqO4cyNTUjmiY4fVm3t9HcPyodAFf2JVncFY5My97yc8T338TOyz7N2LqXhvKezcL/eVqWzcHxPCv7kkwWylQqNr2pKPtGcp7JTDJqzClL6sfWI5NkCiYnLumkKx7xxucJizrpTkY4NlmgLxUN1UjAhf9vrkc8onPasq7wA7JN34Tr3weDJ1P8w3t48uDktDKtdYMdoRl91eATGyA7BK/7X/Yvvmpa+W7U0DhjeXf4n8Hee+FrLyJ/yYcxL/kgnfEI+0dzLO9JYANPHJzAsm3OWN6NLgRPHZqkVLE4fXlXKJJNgMqXX4B+4H62XPtjsos2Nn2crgnOWN4daDwWzQoTubLHBvkxli01dETvSkQ4cXEn6UKZp4+kScUMb7MaGr54BRx6BK75N46c/FYOjDWuKY3oGqcv7w6/fu3QI/IaVj4H6/dv4vBkgeU9CSYLZbY5LRGEYErdVNGskA6xV6iLY5MF9k3TJ7OV770pTByE/zwVznw99u/9DwfG5NycKZpsdQzohJCBir//omxHUgq15t+di+uxfrCD3rmYhxrAtm2eOjQ57d5gcVd8zmvYpNt345pOIYQ3D+0fzc3Jtdi2zebDk1PMrlwMdsZYHabHwDSoWDZPHJyY0re10T0ZGr5wGeXTXs3jK9/MdFt7d28AjrzUJjyjn9s/Drf/CyOv+A69Z14LyPWo3OAzOHXp3PflnO6eBOhNRT3141zAvz9y159cyWTzocm52x8tEAghHrZt+7xGz80VU3oA8Av2VwCH5uhcv1NsWDS96+2cwasdMqB3NaJvPaeH0eeuRawf7IDB6Z+fTZLXCoTTf2/9qefCkhBrMAJC04T3t/mlX6v6k3OaCJgOJ9dJMuvHZ6ONfFiYn7/ZlSxGiBn63NSEzHoJ1Vq+uRjrs8KRSCVSXeCMQf81nF3XBPyMFeHPFS5TesqqxXN+P8YMnUVdjTcvvako56WmP39nPBJuzZYfvnl5SXd8zkzNZrgA5/wRNE2w3GECu2b5m2OGTqwj/M3goq74nM43DeHcC0STCFGdmztixoyfgaFroX9f9XPxfEAGffO3NwDp+N83wz3pYq7mTSHEnLLBzULXxJS5eM7xh3cQAc5t8uWhmyA6TGl/d5dnB33W7/oz8GE+78lG+6NkdOZ5SWHu3HcfBE4QQqwVQkSB1wPXz9G5jn94Mi0NrvgreMev5/d65gMrzoc/eRSWnD7fV6Iwn/Dku78b5qHxNTgben3uapJmhHveFtqxhAZfLd+zFvM9Fr3zz9M4fCagRRdoBQWFOYC7Nhq/6wSdwvGCOVnNbNs2hRB/DNwE6MBXbduevRBToTGEr6ZU03hWtpcVAvpUP6dnPeY7EPBfgzZPDa9ddigy9xK06a+h9T6lxw+qrP38nN63Ljxb4SVHns3jUEHhGQJvbVJBqUJrmLPVzLbtXwK/nKv3f3ZBbT4UFIAao6Nn7TX0rIZVF8Hy5ms5Q4dQQWlNWcW8nn8e74X5hmJKFRSeOdAUU6rQHlSUsxAw35sfBYVnCp4RTGm1lm9eEO+Ct/9qfs7tQgUDz4CxWG0J86xFrAvOeztsuHq+r0RBQcHdoxpz4Cys8KzAs3g1W0DwNsFz61SmoPCMh9eb8Rkg3302BwNCl5/DfH4P8435ZswVUyrng5f853xfhYKCAkCyX64Jsfk3/VJYmHgW76oWEBRTqqAgMd+BAFSTQ8/mYEDTJUv6LLW0B+afMRfzXNOqoKCg4Mepr4AV50GiZ76vRGGB4lnomLMQoWpKFRSAZwY79EwIjOcbQnt215PC/DPmz4R7QUFBQcGFbkDvmvm+CoUFDBWULgQoplRBQWLe6/hQ9yM4TOmzPSidbym5KutQUFBQUDh+8CzeVS0geJtgtflQeJbjmcBSPhOuYb5xxmtgebMt2o9TzDdTqeS7CgoKCgrHEVRQuhCg+tEpKEg8I5hSff6vYb5x8ovn+wrmH/Mu353nmlYFBQUFBYUQoeS7CwFKLqigIPGMCEpVMKDAM4ApVS7QCgoKCgrHD1RQuiCgmFIFBeCZIZ1VwYACPAMSJCo5oqCgoKBw/EAFpQsBSr6roCAx74EA88+QKTwzMN/JiWdCgkZBQUFBQSEkqKB0IUAol0UFBeAZ4HiKCgYUHDxD+pSq5IiCgoKCwnEAFZQuBKiaUgUFiWdCQOgmh9T9+OzGfLvfKld2BQUFBYXjCCooXQhQQamCgsQzRb6rGdWgROHZifkei8+EBI2CgoKCgkJIUEHpgoCqKVVQAJ4ZG3GhKcmkwjMgWajkuwoKCgoKxw9UULoQ4G5+hPq6FJ7leKYEpYqdUpjvsRjvgp5VMHDC/JxfQUFBQUEhRCjqbSFAue8qKEjMt2QS5P2o7kWF+TYaiiTg/U/Mz7kVFBQUFBRChqLeFgLmXSamoPAMwTMiKNXn9/wKzwwIDRDKaEhBQUFBQSEEqKB0QUAxpQoKwPxLJt1rUPJdBXccKMMrBQUFBQWFtqGC0oUAZf2voCDxjGBKNZUgUlCGVwoKCgoKCiFCBaULAaqmVEFBYskZcMmfwZpL5u8aFFOqAGocKCgoKCgohAgV5SwEqKBUQUHCiMLVfz+/16DpiiFTkPOyCkoVFBQUFBRCgYpyFgKU0ZGCwjMHz/lDyI/N91UozDcSfZAanO+rUFBQUFBQOC6gopwFAcWUKig8Y7Duivm+AoVnAq74MFz8J/N9FQoKCgoKCscFVJSzEKCMjhQUFBSeWYim5D8FBQUFBQWFtqGMjhYCVE2pgoKCgoKCgoKCgsJxChWULgSomlIFBQUFBQUFBQUFheMUKihdEFBMqYKCgoKCgoKCgoLC8QkVlC4EqJpSBQUFBQUFBQUFBYXjFCooXQhQ8l0FBQUFBQUFBQUFheMUKihdCFBGRwoKCgoKCgoKCgoKxylUULoQoJhSBQUFBQUFBQUFBYXjFCooXUhQNaUKCgoKCgoKCgoKCscZVFC6EKCMjhQUFBQUFBQUFBQUjlOooHQhQNWUKigoKCgoKCgoKCgcp1BB6ULAyufA6a+G/g3zfSUKCgoKCgoKCgoKCgqhQlFvCwFdy+DVX5nvq1BQUFBQUFBQUFBQUAgdiilVUFBQUFBQUFBQUFBQmDeooFRBQUFBQUFBQUFBQUFh3qCCUgUFBQUFBQUFBQUFBYV5gwpKFRQUFBQUFBQUFBQUFOYNKihVUFBQUFBQUFBQUFBQmDeooFRBQUFBQUFBQUFBQUFh3qCCUgUFBQUFBQUFBQUFBYV5gwpKFRQUFBQUFBQUFBQUFOYNKihVUFBQUFBQUFBQUFBQmDeooFRBQUFBQUFBQUFBQUFh3qCCUgUFBQUFBQUFBQUFBYV5gwpKFRQUFBQUFBQUFBQUFOYNKihVUFBQUFBQUFBQUFBQmDeooFRBQUFBQUFBQUFBQUFh3qCCUgUFBQUFBQUFBQUFBYV5gwpKFRQUFBQUFBQUFBQUFOYNKihVUFBQUFBQUFBQUFBQmDeooFRBQUFBQUFBQUFBQUFh3iBs257va0AIMQTsne/rmAUDwPB8X4TCvEONAwVQ40BBQo0DBVDjQEFCjQMFUONgNqy2bXuw0RPPiKB0IUAI8ZBt2+fN93UozC/UOFAANQ4UJNQ4UAA1DhQk1DhQADUO2oGS7yooKCgoKCgoKCgoKCjMG1RQqqCgoKCgoKCgoKCgoDBvUEFp8/jifF+AwjMCahwogBoHChJqHCiAGgcKEmocKIAaBy1D1ZQqKCgoKCgoKCgoKCgozBsUU6qgoKCgoKCgoKCgoKAwb1iwQakQYqUQ4jYhxBYhxFNCiD91Hu8TQtwshNju/N/rPN7vvD4jhPiM7306hRCP+v4NCyE+Nc05zxVCPCGE2CGE+LQQQjiPv00IMeR7j3dOc3xMCPF95/j7hRBrfM/9SggxLoT4eXif0vGP43AcVHzHXx/eJ3V84zgcB/8qhHjS+fe68D6p4xsLdBxcJoTYJIQwhRCv9j2+WgjxsHPsU0KId4f4UR3XOM7GwZV111AQQrwivE/r+MUCHQd/JoTYLIR4XAhxqxBite85tU9sAcfhODh+94m2bS/If8BSYKPzcyewDTgV+Dfgw87jHwb+1fk5BVwCvBv4zAzv+zBw2TTPPQBcBAjgRuAa5/G3zfSevuPfA/yP8/Prge/7nrsKeCnw8/n+bBfSv+NwHGTm+zNdiP+Op3EAvBi4GTCc63wI6Jrvz3gh/Fug42ANcCbwTeDVvsejQMz5uQPYAyyb7894Ifw7nsZB3Wv6gFEgOd+f8UL4t0DHwZXu9wv8EWqfqMbB1HFw3O4TFyxTatv2Ydu2Nzk/p4EtwHLg5cA3nJd9A3iF85qsbdt3AYXp3lMIcQKwCLizwXNLkRvDe205Kr7pvncA+K/tR8BVbvbEtu1bgXTA93vW43gbBwqt4TgbB6cCv7Vt27RtOws8Brwo4Hs/K7EQx4Ft23ts234csOoeL9m2XXR+jbGAlU2/axxP46AOrwZutG07F+S9n61YoOPgNt/3ex+wwvec2ie2gONtHBzPOC4WOSFlb+cA9wOLbds+DHIgIgdNs3gDMhvRyP1pOXDA9/sB5zEXr3Jo9h8JIVZO8/7Lgf3OtZnABNAf4PoUZsBxMg7iQoiHhBD3KYlWazgOxsFjwDVCiKQQYgCZMZ3uPRSmwQIaB9PCkZ09jhwn/2rb9qGg7/Fsx/EwDnx4PfDdNo5/1mKBjoN3IFk2hZBwnIyD43afuOCDUiFEB/Bj4P22bU+2+XYzTfiNmCx3MN4ArLFt+0zgFqqZlyDvodAGjqNxsMq27fOANwKfEkKsb+6SFeD4GAe2bf8a+CVwj3P+ewGz2YtWWHDjYFrYtr3fOX4D8FYhxOKg7/FsxvEyDsBjX84Abmrl+GczFuI4EEK8GTgP+ESL16lQh+NoHBy3+8QFHZQKISLIAfZt27b/z3n4qDN5u5P4sSbf6yzAsG37Yed33VdI/BFkpsNPn68ADgHYtj3ik1l9CTjXeY+Pue/hPHcAh/EQQhjA/2/njlmjCMIADL+fFsZKopYWYiUWcoKCKHYGwSKVCDamEPwTATuxs7Kx8BdYiCnFqOAfMMZERA02FiJWKhYiYzFzsIXnrQZcZ+59YLjj5nZ2bvi4nW/nbvaQ/x+ibWgpDsYrISmlLeAJ+Y6eemgsDq6nlEYppQXyBe71n43G7KowDqYq3wsbwJm+x8y6BuPgInAvpfS95/tFnXEQEWeBZWCxc4y2oaU4aHmeWG1SGhEB3AFeppRudqpWgKXyfAm437PJS3TueqSUfpRJ4SildK0s7X+OiJPl3JfHbY+Dulgk/16dlNLyuI1f9O0C8GjC0r96aikOImI+InaVtvYDp4HNnv2eaY3Fwc6I2FfaOkre/ORBz37PtErjYNJnORARu8vzefL3waue/Z5pLcXBpD5ouhrjICKOAbfJiUivJEm/11IcND9PTP/Bbkt/U8g7YyXgOfCslPPk/2StklcWVoG9nWPekVcivpDvZBzp1G0Bh6ec8zjwAngL3AKivH6DfBd7DXg8qR1gDrgLvCHvzHWoU/cU+Ah8K307N/QY11BaigPgFLBejl8Hrgw9vrWUxuJgjnyR2SRvcDAaenxrKZXGwYly3q/AJ2CjvL5QPsdaebw69PjWUlqKg1J3EHgP7Bh6bGsqlcbBQ+BDp78rnTrniTMeBzQ+TxwPkiRJkiRJ/1y1P9+VJEmSJNXPpFSSJEmSNBiTUkmSJEnSYExKJUmSJEmDMSmVJEmSJA3GpFSSJEmSNBiTUkmSJEnSYExKJUmSJEmD+QmSlnZGZVB9nwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "from statsmodels.tsa.arima.model import ARIMA\n",
    "model=ARIMA(train.data,order=(1,0,1)).fit()        # 传入参数，构建并拟合模型\n",
    "predict_data=model.predict(0,580)                # 预测数据\n",
    "forecast=model.forecast(21)    \n",
    "plt.plot(predict_data,label='预测数据')\n",
    "plt.savefig('test_arima.png', dpi=600)\n",
    "\n",
    "\n",
    "print(predict_data)\n",
    "y_hat_avg = predict_data\n",
    "\n",
    "# y_hat_avg['Holt_Winter'] = fit1.forecast(len(test))\n",
    "plt.figure(figsize=(16, 8))\n",
    "plt.plot(train['data'], label='Train')\n",
    "# plt.plot(test['data'], label='Test')\n",
    "plt.plot(y_hat_avg, label='ARIMA')\n",
    "plt.legend(loc='best')\n",
    "plt.savefig('ARIMA_result.png', dpi=600)\n",
    "plt.show()\n",
    "\n",
    "\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
